Dataset statistics
| Number of variables | 81 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 3944 |
| Missing cells (%) | 3.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 924.0 KiB |
| Average record size in memory | 648.1 B |
Variable types
| Numeric | 29 |
|---|---|
| Categorical | 50 |
| Boolean | 1 |
| Unsupported | 1 |
MSSubClass is highly overall correlated with 2ndFlrSF and 3 other fields | High correlation |
LotFrontage is highly overall correlated with LotArea and 1 other fields | High correlation |
LotArea is highly overall correlated with LotFrontage | High correlation |
OverallQual is highly overall correlated with YearBuilt and 7 other fields | High correlation |
YearBuilt is highly overall correlated with OverallQual and 5 other fields | High correlation |
YearRemodAdd is highly overall correlated with OverallQual and 2 other fields | High correlation |
BsmtFinSF1 is highly overall correlated with BsmtUnfSF and 1 other fields | High correlation |
BsmtFinSF2 is highly overall correlated with PoolQC | High correlation |
BsmtUnfSF is highly overall correlated with BsmtFinSF1 | High correlation |
TotalBsmtSF is highly overall correlated with 1stFlrSF and 1 other fields | High correlation |
1stFlrSF is highly overall correlated with TotalBsmtSF and 1 other fields | High correlation |
2ndFlrSF is highly overall correlated with MSSubClass and 3 other fields | High correlation |
GrLivArea is highly overall correlated with OverallQual and 4 other fields | High correlation |
BedroomAbvGr is highly overall correlated with 2ndFlrSF and 2 other fields | High correlation |
TotRmsAbvGrd is highly overall correlated with 2ndFlrSF and 3 other fields | High correlation |
GarageArea is highly overall correlated with OverallQual and 4 other fields | High correlation |
3SsnPorch is highly overall correlated with PoolQC | High correlation |
MiscVal is highly overall correlated with MiscFeature | High correlation |
SalePrice is highly overall correlated with OverallQual and 8 other fields | High correlation |
MSZoning is highly overall correlated with Neighborhood and 1 other fields | High correlation |
Street is highly overall correlated with PoolQC and 1 other fields | High correlation |
Alley is highly overall correlated with PoolQC | High correlation |
Utilities is highly overall correlated with LotFrontage and 2 other fields | High correlation |
LandSlope is highly overall correlated with PoolQC | High correlation |
Neighborhood is highly overall correlated with MSZoning and 2 other fields | High correlation |
Condition2 is highly overall correlated with PoolQC | High correlation |
BldgType is highly overall correlated with MSSubClass and 1 other fields | High correlation |
HouseStyle is highly overall correlated with MSSubClass | High correlation |
Exterior1st is highly overall correlated with Exterior2nd | High correlation |
Exterior2nd is highly overall correlated with Exterior1st | High correlation |
MasVnrType is highly overall correlated with PoolQC | High correlation |
ExterQual is highly overall correlated with OverallQual and 1 other fields | High correlation |
Foundation is highly overall correlated with YearBuilt and 1 other fields | High correlation |
BsmtQual is highly overall correlated with OverallQual and 2 other fields | High correlation |
BsmtCond is highly overall correlated with PoolQC | High correlation |
BsmtFinType2 is highly overall correlated with PoolQC | High correlation |
Heating is highly overall correlated with PoolQC | High correlation |
CentralAir is highly overall correlated with PoolQC | High correlation |
Electrical is highly overall correlated with PoolQC | High correlation |
HalfBath is highly overall correlated with MSSubClass | High correlation |
KitchenAbvGr is highly overall correlated with PoolQC | High correlation |
KitchenQual is highly overall correlated with OverallQual and 1 other fields | High correlation |
Functional is highly overall correlated with PoolQC | High correlation |
GarageType is highly overall correlated with GarageCars | High correlation |
GarageFinish is highly overall correlated with PoolQC | High correlation |
GarageCars is highly overall correlated with GarageArea and 1 other fields | High correlation |
GarageQual is highly overall correlated with GarageCond | High correlation |
GarageCond is highly overall correlated with GarageQual | High correlation |
PavedDrive is highly overall correlated with PoolQC | High correlation |
PoolQC is highly overall correlated with BsmtFinSF1 and 24 other fields | High correlation |
Fence is highly overall correlated with Street and 1 other fields | High correlation |
MiscFeature is highly overall correlated with MiscVal | High correlation |
SaleCondition is highly overall correlated with PoolQC | High correlation |
MSZoning is highly imbalanced (56.9%) | Imbalance |
Street is highly imbalanced (96.2%) | Imbalance |
Alley is highly imbalanced (74.9%) | Imbalance |
LandContour is highly imbalanced (68.3%) | Imbalance |
Utilities is highly imbalanced (99.2%) | Imbalance |
LandSlope is highly imbalanced (78.8%) | Imbalance |
Condition1 is highly imbalanced (71.7%) | Imbalance |
Condition2 is highly imbalanced (96.4%) | Imbalance |
BldgType is highly imbalanced (59.4%) | Imbalance |
RoofStyle is highly imbalanced (65.1%) | Imbalance |
RoofMatl is highly imbalanced (94.4%) | Imbalance |
ExterCond is highly imbalanced (72.8%) | Imbalance |
BsmtCond is highly imbalanced (75.8%) | Imbalance |
BsmtFinType2 is highly imbalanced (67.0%) | Imbalance |
Heating is highly imbalanced (92.7%) | Imbalance |
CentralAir is highly imbalanced (65.3%) | Imbalance |
Electrical is highly imbalanced (80.2%) | Imbalance |
BsmtHalfBath is highly imbalanced (79.7%) | Imbalance |
KitchenAbvGr is highly imbalanced (85.7%) | Imbalance |
Functional is highly imbalanced (81.9%) | Imbalance |
GarageQual is highly imbalanced (85.2%) | Imbalance |
GarageCond is highly imbalanced (87.6%) | Imbalance |
PavedDrive is highly imbalanced (69.9%) | Imbalance |
MiscFeature is highly imbalanced (89.2%) | Imbalance |
SaleType is highly imbalanced (75.3%) | Imbalance |
SaleCondition is highly imbalanced (62.5%) | Imbalance |
LotFrontage has 259 (17.7%) missing values | Missing |
BsmtQual has 37 (2.5%) missing values | Missing |
BsmtCond has 37 (2.5%) missing values | Missing |
BsmtExposure has 38 (2.6%) missing values | Missing |
FireplaceQu has 690 (47.3%) missing values | Missing |
GarageFinish has 81 (5.5%) missing values | Missing |
GarageQual has 81 (5.5%) missing values | Missing |
GarageCond has 81 (5.5%) missing values | Missing |
PoolQC has 1453 (99.5%) missing values | Missing |
Fence has 1179 (80.8%) missing values | Missing |
MiscVal is highly skewed (γ1 = 24.47679419) | Skewed |
Id is uniformly distributed | Uniform |
Id has unique values | Unique |
GarageYrBlt is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
MasVnrArea has 861 (59.0%) zeros | Zeros |
BsmtFinSF1 has 467 (32.0%) zeros | Zeros |
BsmtFinSF2 has 1293 (88.6%) zeros | Zeros |
BsmtUnfSF has 118 (8.1%) zeros | Zeros |
TotalBsmtSF has 37 (2.5%) zeros | Zeros |
2ndFlrSF has 829 (56.8%) zeros | Zeros |
LowQualFinSF has 1434 (98.2%) zeros | Zeros |
GarageArea has 81 (5.5%) zeros | Zeros |
WoodDeckSF has 761 (52.1%) zeros | Zeros |
OpenPorchSF has 656 (44.9%) zeros | Zeros |
EnclosedPorch has 1252 (85.8%) zeros | Zeros |
3SsnPorch has 1436 (98.4%) zeros | Zeros |
ScreenPorch has 1344 (92.1%) zeros | Zeros |
PoolArea has 1453 (99.5%) zeros | Zeros |
MiscVal has 1408 (96.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-07 01:37:54.998276 |
|---|---|
| Analysis finished | 2023-01-07 02:02:00.212445 |
| Duration | 24 minutes and 5.21 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
Id
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 1460 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 730.5 |
| Minimum | 1 |
|---|---|
| Maximum | 1460 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 73.95 |
| Q1 | 365.75 |
| median | 730.5 |
| Q3 | 1095.25 |
| 95-th percentile | 1387.05 |
| Maximum | 1460 |
| Range | 1459 |
| Interquartile range (IQR) | 729.5 |
Descriptive statistics
| Standard deviation | 421.61001 |
|---|---|
| Coefficient of variation (CV) | 0.57715265 |
| Kurtosis | -1.2 |
| Mean | 730.5 |
| Median Absolute Deviation (MAD) | 365 |
| Skewness | 0 |
| Sum | 1066530 |
| Variance | 177755 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 982 | 1 | 0.1% |
| 980 | 1 | 0.1% |
| 979 | 1 | 0.1% |
| 978 | 1 | 0.1% |
| 977 | 1 | 0.1% |
| 976 | 1 | 0.1% |
| 975 | 1 | 0.1% |
| 974 | 1 | 0.1% |
| 973 | 1 | 0.1% |
| Other values (1450) | 1450 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 1460 | 1 | |
| 1459 | 1 | |
| 1458 | 1 | |
| 1457 | 1 | |
| 1456 | 1 | |
| 1455 | 1 | |
| 1454 | 1 | |
| 1453 | 1 | |
| 1452 | 1 | |
| 1451 | 1 |
MSSubClass
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.89726 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.300571 |
|---|---|
| Coefficient of variation (CV) | 0.74345532 |
| Kurtosis | 1.580188 |
| Mean | 56.89726 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.4076567 |
| Sum | 83070 |
| Variance | 1789.3383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 20 | 536 | |
| 60 | 299 | |
| 50 | 144 | 9.9% |
| 120 | 87 | 6.0% |
| 30 | 69 | 4.7% |
| 160 | 63 | 4.3% |
| 70 | 60 | 4.1% |
| 80 | 58 | 4.0% |
| 90 | 52 | 3.6% |
| 190 | 30 | 2.1% |
| Other values (5) | 62 | 4.2% |
| Value | Count | Frequency (%) |
| 20 | 536 | |
| 30 | 69 | 4.7% |
| 40 | 4 | 0.3% |
| 45 | 12 | 0.8% |
| 50 | 144 | 9.9% |
| 60 | 299 | |
| 70 | 60 | 4.1% |
| 75 | 16 | 1.1% |
| 80 | 58 | 4.0% |
| 85 | 20 | 1.4% |
| Value | Count | Frequency (%) |
| 190 | 30 | 2.1% |
| 180 | 10 | 0.7% |
| 160 | 63 | 4.3% |
| 120 | 87 | 6.0% |
| 90 | 52 | 3.6% |
| 85 | 20 | 1.4% |
| 80 | 58 | 4.0% |
| 75 | 16 | 1.1% |
| 70 | 60 | 4.1% |
| 60 | 299 |
MSZoning
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| RL | |
|---|---|
| RM | |
| FV | 65 |
| RH | 16 |
| C (all) | 10 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.0342466 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2970 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RL |
|---|---|
| 2nd row | RL |
| 3rd row | RL |
| 4th row | RL |
| 5th row | RL |
Common Values
| Value | Count | Frequency (%) |
| RL | 1151 | |
| RM | 218 | 14.9% |
| FV | 65 | 4.5% |
| RH | 16 | 1.1% |
| C (all) | 10 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rl | 1151 | |
| rm | 218 | 14.8% |
| fv | 65 | 4.4% |
| rh | 16 | 1.1% |
| c | 10 | 0.7% |
| all | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2910 | |
| Lowercase Letter | 30 | 1.0% |
| Space Separator | 10 | 0.3% |
| Open Punctuation | 10 | 0.3% |
| Close Punctuation | 10 | 0.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.5% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 20 | |
| a | 10 |
Space Separator
| Value | Count | Frequency (%) |
| 10 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 10 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 10 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2940 | |
| Common | 30 | 1.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.4% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| a | 10 | 0.3% |
Common
| Value | Count | Frequency (%) |
| 10 | ||
| ( | 10 | |
| ) | 10 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2970 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
LotFrontage
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 110 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 259 |
| Missing (%) | 17.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.049958 |
| Minimum | 21 |
|---|---|
| Maximum | 313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 59 |
| median | 69 |
| Q3 | 80 |
| 95-th percentile | 107 |
| Maximum | 313 |
| Range | 292 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 24.284752 |
|---|---|
| Coefficient of variation (CV) | 0.3466776 |
| Kurtosis | 17.452867 |
| Mean | 70.049958 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 2.1635691 |
| Sum | 84130 |
| Variance | 589.74917 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 143 | 9.8% |
| 70 | 70 | 4.8% |
| 80 | 69 | 4.7% |
| 50 | 57 | 3.9% |
| 75 | 53 | 3.6% |
| 65 | 44 | 3.0% |
| 85 | 40 | 2.7% |
| 78 | 25 | 1.7% |
| 90 | 23 | 1.6% |
| 21 | 23 | 1.6% |
| Other values (100) | 654 | |
| (Missing) | 259 | 17.7% |
| Value | Count | Frequency (%) |
| 21 | 23 | |
| 24 | 19 | |
| 30 | 6 | 0.4% |
| 32 | 5 | 0.3% |
| 33 | 1 | 0.1% |
| 34 | 10 | |
| 35 | 9 | 0.6% |
| 36 | 6 | 0.4% |
| 37 | 5 | 0.3% |
| 38 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 313 | 2 | |
| 182 | 1 | |
| 174 | 2 | |
| 168 | 1 | |
| 160 | 1 | |
| 153 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 |
LotArea
Real number (ℝ)
| Distinct | 1073 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10516.828 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3311.7 |
| Q1 | 7553.5 |
| median | 9478.5 |
| Q3 | 11601.5 |
| 95-th percentile | 17401.15 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4048 |
Descriptive statistics
| Standard deviation | 9981.2649 |
|---|---|
| Coefficient of variation (CV) | 0.9490756 |
| Kurtosis | 203.24327 |
| Mean | 10516.828 |
| Median Absolute Deviation (MAD) | 1998 |
| Skewness | 12.207688 |
| Sum | 15354569 |
| Variance | 99625650 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7200 | 25 | 1.7% |
| 9600 | 24 | 1.6% |
| 6000 | 17 | 1.2% |
| 9000 | 14 | 1.0% |
| 8400 | 14 | 1.0% |
| 10800 | 14 | 1.0% |
| 1680 | 10 | 0.7% |
| 7500 | 9 | 0.6% |
| 9100 | 8 | 0.5% |
| 8125 | 8 | 0.5% |
| Other values (1063) | 1317 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1477 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.1% |
| 1596 | 1 | 0.1% |
| 1680 | 10 | |
| 1869 | 1 | 0.1% |
| 1890 | 2 | 0.1% |
| 1920 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 53504 | 1 | |
| 53227 | 1 | |
| 53107 | 1 |
Street
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Pave | |
|---|---|
| Grvl | 6 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5840 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pave |
|---|---|
| 2nd row | Pave |
| 3rd row | Pave |
| 4th row | Pave |
| 5th row | Pave |
Common Values
| Value | Count | Frequency (%) |
| Pave | 1454 | |
| Grvl | 6 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pave | 1454 | |
| grvl | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| v | 1460 | |
| P | 1454 | |
| a | 1454 | |
| e | 1454 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4380 | |
| Uppercase Letter | 1460 | 25.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| v | 1460 | |
| a | 1454 | |
| e | 1454 | |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1454 | |
| G | 6 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5840 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| v | 1460 | |
| P | 1454 | |
| a | 1454 | |
| e | 1454 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5840 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| v | 1460 | |
| P | 1454 | |
| a | 1454 | |
| e | 1454 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Alley
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| NoInfo | |
|---|---|
| Grvl | 50 |
| Pave | 41 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.8753425 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8578 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NoInfo |
|---|---|
| 2nd row | NoInfo |
| 3rd row | NoInfo |
| 4th row | NoInfo |
| 5th row | NoInfo |
Common Values
| Value | Count | Frequency (%) |
| NoInfo | 1369 | |
| Grvl | 50 | 3.4% |
| Pave | 41 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| noinfo | 1369 | |
| grvl | 50 | 3.4% |
| pave | 41 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 2738 | |
| N | 1369 | |
| I | 1369 | |
| n | 1369 | |
| f | 1369 | |
| v | 91 | 1.1% |
| G | 50 | 0.6% |
| r | 50 | 0.6% |
| l | 50 | 0.6% |
| P | 41 | 0.5% |
| Other values (2) | 82 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5749 | |
| Uppercase Letter | 2829 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 2738 | |
| n | 1369 | |
| f | 1369 | |
| v | 91 | 1.6% |
| r | 50 | 0.9% |
| l | 50 | 0.9% |
| a | 41 | 0.7% |
| e | 41 | 0.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1369 | |
| I | 1369 | |
| G | 50 | 1.8% |
| P | 41 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8578 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 2738 | |
| N | 1369 | |
| I | 1369 | |
| n | 1369 | |
| f | 1369 | |
| v | 91 | 1.1% |
| G | 50 | 0.6% |
| r | 50 | 0.6% |
| l | 50 | 0.6% |
| P | 41 | 0.5% |
| Other values (2) | 82 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8578 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 2738 | |
| N | 1369 | |
| I | 1369 | |
| n | 1369 | |
| f | 1369 | |
| v | 91 | 1.1% |
| G | 50 | 0.6% |
| r | 50 | 0.6% |
| l | 50 | 0.6% |
| P | 41 | 0.5% |
| Other values (2) | 82 | 1.0% |
LotShape
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 41 |
| IR3 | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4380 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Reg |
|---|---|
| 2nd row | Reg |
| 3rd row | IR1 |
| 4th row | IR1 |
| 5th row | IR1 |
Common Values
| Value | Count | Frequency (%) |
| Reg | 925 | |
| IR1 | 484 | |
| IR2 | 41 | 2.8% |
| IR3 | 10 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 925 | |
| ir1 | 484 | |
| ir2 | 41 | 2.8% |
| ir3 | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1995 | |
| Lowercase Letter | 1850 | |
| Decimal Number | 535 | 12.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 484 | |
| 2 | 41 | 7.7% |
| 3 | 10 | 1.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 1460 | |
| I | 535 | 26.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 925 | |
| g | 925 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3845 | |
| Common | 535 | 12.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 13.9% |
Common
| Value | Count | Frequency (%) |
| 1 | 484 | |
| 2 | 41 | 7.7% |
| 3 | 10 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4380 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
LandContour
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Lvl | |
|---|---|
| Bnk | 63 |
| HLS | 50 |
| Low | 36 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4380 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lvl |
|---|---|
| 2nd row | Lvl |
| 3rd row | Lvl |
| 4th row | Lvl |
| 5th row | Lvl |
Common Values
| Value | Count | Frequency (%) |
| Lvl | 1311 | |
| Bnk | 63 | 4.3% |
| HLS | 50 | 3.4% |
| Low | 36 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| lvl | 1311 | |
| bnk | 63 | 4.3% |
| hls | 50 | 3.4% |
| low | 36 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 1397 | |
| v | 1311 | |
| l | 1311 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2820 | |
| Uppercase Letter | 1560 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| v | 1311 | |
| l | 1311 | |
| n | 63 | 2.2% |
| k | 63 | 2.2% |
| o | 36 | 1.3% |
| w | 36 | 1.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 1397 | |
| B | 63 | 4.0% |
| H | 50 | 3.2% |
| S | 50 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4380 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| L | 1397 | |
| v | 1311 | |
| l | 1311 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4380 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| L | 1397 | |
| v | 1311 | |
| l | 1311 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Utilities
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| AllPub | |
|---|---|
| NoSeWa | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8760 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | AllPub |
|---|---|
| 2nd row | AllPub |
| 3rd row | AllPub |
| 4th row | AllPub |
| 5th row | AllPub |
Common Values
| Value | Count | Frequency (%) |
| AllPub | 1459 | |
| NoSeWa | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| allpub | 1459 | |
| nosewa | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2918 | |
| A | 1459 | |
| P | 1459 | |
| u | 1459 | |
| b | 1459 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5839 | |
| Uppercase Letter | 2921 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 2918 | |
| u | 1459 | |
| b | 1459 | |
| o | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1459 | |
| P | 1459 | |
| N | 1 | < 0.1% |
| S | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8760 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 2918 | |
| A | 1459 | |
| P | 1459 | |
| u | 1459 | |
| b | 1459 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8760 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 2918 | |
| A | 1459 | |
| P | 1459 | |
| u | 1459 | |
| b | 1459 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
LotConfig
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 94 |
| FR2 | 47 |
| FR3 | 4 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.959589 |
| Min length | 3 |
Characters and Unicode
| Total characters | 8701 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Inside |
|---|---|
| 2nd row | FR2 |
| 3rd row | Inside |
| 4th row | Corner |
| 5th row | FR2 |
Common Values
| Value | Count | Frequency (%) |
| Inside | 1052 | |
| Corner | 263 | 18.0% |
| CulDSac | 94 | 6.4% |
| FR2 | 47 | 3.2% |
| FR3 | 4 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| inside | 1052 | |
| corner | 263 | 18.0% |
| culdsac | 94 | 6.4% |
| fr2 | 47 | 3.2% |
| fr3 | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6951 | |
| Uppercase Letter | 1699 | 19.5% |
| Decimal Number | 51 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 7.6% |
| o | 263 | 3.8% |
| c | 94 | 1.4% |
| a | 94 | 1.4% |
| u | 94 | 1.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 1052 | |
| C | 357 | 21.0% |
| S | 94 | 5.5% |
| D | 94 | 5.5% |
| F | 51 | 3.0% |
| R | 51 | 3.0% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 47 | |
| 3 | 4 | 7.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8650 | |
| Common | 51 | 0.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.1% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (7) | 572 |
Common
| Value | Count | Frequency (%) |
| 2 | 47 | |
| 3 | 4 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8701 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
LandSlope
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Gtl | |
|---|---|
| Mod | 65 |
| Sev | 13 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4380 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gtl |
|---|---|
| 2nd row | Gtl |
| 3rd row | Gtl |
| 4th row | Gtl |
| 5th row | Gtl |
Common Values
| Value | Count | Frequency (%) |
| Gtl | 1382 | |
| Mod | 65 | 4.5% |
| Sev | 13 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gtl | 1382 | |
| mod | 65 | 4.5% |
| sev | 13 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1382 | |
| t | 1382 | |
| l | 1382 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2920 | |
| Uppercase Letter | 1460 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 1382 | |
| l | 1382 | |
| o | 65 | 2.2% |
| d | 65 | 2.2% |
| e | 13 | 0.4% |
| v | 13 | 0.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1382 | |
| M | 65 | 4.5% |
| S | 13 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4380 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 1382 | |
| t | 1382 | |
| l | 1382 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4380 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 1382 | |
| t | 1382 | |
| l | 1382 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Neighborhood
Categorical
| Distinct | 25 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| NAmes | |
|---|---|
| CollgCr | |
| OldTown | |
| Edwards | |
| Somerst | |
| Other values (20) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.4945205 |
| Min length | 5 |
Characters and Unicode
| Total characters | 9482 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CollgCr |
|---|---|
| 2nd row | Veenker |
| 3rd row | CollgCr |
| 4th row | Crawfor |
| 5th row | NoRidge |
Common Values
| Value | Count | Frequency (%) |
| NAmes | 225 | |
| CollgCr | 150 | 10.3% |
| OldTown | 113 | 7.7% |
| Edwards | 100 | 6.8% |
| Somerst | 86 | 5.9% |
| Gilbert | 79 | 5.4% |
| NridgHt | 77 | 5.3% |
| Sawyer | 74 | 5.1% |
| NWAmes | 73 | 5.0% |
| SawyerW | 59 | 4.0% |
| Other values (15) | 424 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| names | 225 | |
| collgcr | 150 | 10.3% |
| oldtown | 113 | 7.7% |
| edwards | 100 | 6.8% |
| somerst | 86 | 5.9% |
| gilbert | 79 | 5.4% |
| nridght | 77 | 5.3% |
| sawyer | 74 | 5.1% |
| nwames | 73 | 5.0% |
| sawyerw | 59 | 4.0% |
| Other values (15) | 424 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6764 | |
| Uppercase Letter | 2718 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 931 | |
| e | 905 | |
| l | 622 | |
| d | 506 | 7.5% |
| s | 486 | 7.2% |
| o | 483 | 7.1% |
| m | 439 | 6.5% |
| w | 414 | 6.1% |
| i | 351 | 5.2% |
| a | 345 | 5.1% |
| Other values (10) | 1282 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 425 | |
| C | 407 | |
| S | 352 | |
| A | 298 | |
| T | 188 | |
| W | 157 | 5.8% |
| O | 150 | 5.5% |
| B | 118 | 4.3% |
| R | 115 | 4.2% |
| E | 100 | 3.7% |
| Other values (8) | 408 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9482 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9482 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Condition1
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Norm | |
|---|---|
| Feedr | 81 |
| Artery | 48 |
| RRAn | 26 |
| PosN | 19 |
| Other values (4) | 26 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.1212329 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6017 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Feedr |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1260 | |
| Feedr | 81 | 5.5% |
| Artery | 48 | 3.3% |
| RRAn | 26 | 1.8% |
| PosN | 19 | 1.3% |
| RRAe | 11 | 0.8% |
| PosA | 8 | 0.5% |
| RRNn | 5 | 0.3% |
| RRNe | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1260 | |
| feedr | 81 | 5.5% |
| artery | 48 | 3.3% |
| rran | 26 | 1.8% |
| posn | 19 | 1.3% |
| rrae | 11 | 0.8% |
| posa | 8 | 0.5% |
| rrnn | 5 | 0.3% |
| rrne | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1437 | |
| o | 1287 | |
| N | 1286 | |
| m | 1260 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4442 | |
| Uppercase Letter | 1575 | 26.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1437 | |
| o | 1287 | |
| m | 1260 | |
| e | 223 | 5.0% |
| d | 81 | 1.8% |
| t | 48 | 1.1% |
| y | 48 | 1.1% |
| n | 31 | 0.7% |
| s | 27 | 0.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1286 | |
| A | 93 | 5.9% |
| R | 88 | 5.6% |
| F | 81 | 5.1% |
| P | 27 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6017 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1437 | |
| o | 1287 | |
| N | 1286 | |
| m | 1260 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6017 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1437 | |
| o | 1287 | |
| N | 1286 | |
| m | 1260 | |
| e | 223 | 3.7% |
| A | 93 | 1.5% |
| R | 88 | 1.5% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
| t | 48 | 0.8% |
| Other values (4) | 133 | 2.2% |
Condition2
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Norm | |
|---|---|
| Feedr | 6 |
| Artery | 2 |
| RRNn | 2 |
| PosN | 2 |
| Other values (3) | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.0068493 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5850 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1445 | |
| Feedr | 6 | 0.4% |
| Artery | 2 | 0.1% |
| RRNn | 2 | 0.1% |
| PosN | 2 | 0.1% |
| PosA | 1 | 0.1% |
| RRAn | 1 | 0.1% |
| RRAe | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1445 | |
| feedr | 6 | 0.4% |
| artery | 2 | 0.1% |
| rrnn | 2 | 0.1% |
| posn | 2 | 0.1% |
| posa | 1 | 0.1% |
| rran | 1 | 0.1% |
| rrae | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1455 | |
| N | 1449 | |
| o | 1448 | |
| m | 1445 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4379 | |
| Uppercase Letter | 1471 | 25.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1455 | |
| o | 1448 | |
| m | 1445 | |
| e | 15 | 0.3% |
| d | 6 | 0.1% |
| n | 3 | 0.1% |
| s | 3 | 0.1% |
| t | 2 | < 0.1% |
| y | 2 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1449 | |
| R | 8 | 0.5% |
| F | 6 | 0.4% |
| A | 5 | 0.3% |
| P | 3 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5850 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1455 | |
| N | 1449 | |
| o | 1448 | |
| m | 1445 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5850 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1455 | |
| N | 1449 | |
| o | 1448 | |
| m | 1445 | |
| e | 15 | 0.3% |
| R | 8 | 0.1% |
| F | 6 | 0.1% |
| d | 6 | 0.1% |
| A | 5 | 0.1% |
| n | 3 | 0.1% |
| Other values (4) | 10 | 0.2% |
BldgType
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Fam | |
|---|---|
| TwnhsE | 114 |
| Duplex | 52 |
| Twnhs | 43 |
| 2fmCon | 31 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.2993151 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6277 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Fam |
|---|---|
| 2nd row | 1Fam |
| 3rd row | 1Fam |
| 4th row | 1Fam |
| 5th row | 1Fam |
Common Values
| Value | Count | Frequency (%) |
| 1Fam | 1220 | |
| TwnhsE | 114 | 7.8% |
| Duplex | 52 | 3.6% |
| Twnhs | 43 | 2.9% |
| 2fmCon | 31 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1fam | 1220 | |
| twnhse | 114 | 7.8% |
| duplex | 52 | 3.6% |
| twnhs | 43 | 2.9% |
| 2fmcon | 31 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3452 | |
| Uppercase Letter | 1574 | |
| Decimal Number | 1251 | 19.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 1251 | |
| a | 1220 | |
| n | 188 | 5.4% |
| w | 157 | 4.5% |
| h | 157 | 4.5% |
| s | 157 | 4.5% |
| l | 52 | 1.5% |
| x | 52 | 1.5% |
| e | 52 | 1.5% |
| p | 52 | 1.5% |
| Other values (3) | 114 | 3.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 1220 | |
| T | 157 | 10.0% |
| E | 114 | 7.2% |
| D | 52 | 3.3% |
| C | 31 | 2.0% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1220 | |
| 2 | 31 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5026 | |
| Common | 1251 | 19.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 1251 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.7% |
| T | 157 | 3.1% |
| w | 157 | 3.1% |
| h | 157 | 3.1% |
| s | 157 | 3.1% |
| E | 114 | 2.3% |
| l | 52 | 1.0% |
| Other values (8) | 353 | 7.0% |
Common
| Value | Count | Frequency (%) |
| 1 | 1220 | |
| 2 | 31 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6277 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
HouseStyle
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 65 |
| SFoyer | 37 |
| Other values (3) | 33 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9109589 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8630 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2Story |
|---|---|
| 2nd row | 1Story |
| 3rd row | 2Story |
| 4th row | 2Story |
| 5th row | 2Story |
Common Values
| Value | Count | Frequency (%) |
| 1Story | 726 | |
| 2Story | 445 | |
| 1.5Fin | 154 | 10.5% |
| SLvl | 65 | 4.5% |
| SFoyer | 37 | 2.5% |
| 1.5Unf | 14 | 1.0% |
| 2.5Unf | 11 | 0.8% |
| 2.5Fin | 8 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1story | 726 | |
| 2story | 445 | |
| 1.5fin | 154 | 10.5% |
| slvl | 65 | 4.5% |
| sfoyer | 37 | 2.5% |
| 1.5unf | 14 | 1.0% |
| 2.5unf | 11 | 0.8% |
| 2.5fin | 8 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5336 | |
| Uppercase Letter | 1562 | 18.1% |
| Decimal Number | 1545 | 17.9% |
| Other Punctuation | 187 | 2.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| n | 187 | 3.5% |
| i | 162 | 3.0% |
| v | 65 | 1.2% |
| l | 65 | 1.2% |
| e | 37 | 0.7% |
| f | 25 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1273 | |
| F | 199 | 12.7% |
| L | 65 | 4.2% |
| U | 25 | 1.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 894 | |
| 2 | 464 | |
| 5 | 187 | 12.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 187 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6898 | |
| Common | 1732 | 20.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| F | 199 | 2.9% |
| n | 187 | 2.7% |
| i | 162 | 2.3% |
| L | 65 | 0.9% |
| v | 65 | 0.9% |
| Other values (4) | 152 | 2.2% |
Common
| Value | Count | Frequency (%) |
| 1 | 894 | |
| 2 | 464 | |
| 5 | 187 | 10.8% |
| . | 187 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8630 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
OverallQual
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0993151 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3829965 |
|---|---|
| Coefficient of variation (CV) | 0.22674621 |
| Kurtosis | 0.096292778 |
| Mean | 6.0993151 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21694393 |
| Sum | 8905 |
| Variance | 1.9126794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 4 | 116 | 7.9% |
| 9 | 43 | 2.9% |
| 3 | 20 | 1.4% |
| 10 | 18 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 7.9% |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 9 | 43 | 2.9% |
| 10 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 18 | 1.2% |
| 9 | 43 | 2.9% |
| 8 | 168 | |
| 7 | 319 | |
| 6 | 374 | |
| 5 | 397 | |
| 4 | 116 | 7.9% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
OverallCond
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5753425 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1127993 |
|---|---|
| Coefficient of variation (CV) | 0.199593 |
| Kurtosis | 1.1064135 |
| Mean | 5.5753425 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.69306747 |
| Sum | 8140 |
| Variance | 1.2383224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 9 | 22 | 1.5% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 5 | 0.3% |
| 3 | 25 | 1.7% |
| 4 | 57 | 3.9% |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 9 | 22 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 22 | 1.5% |
| 8 | 72 | 4.9% |
| 7 | 205 | 14.0% |
| 6 | 252 | 17.3% |
| 5 | 821 | |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
YearBuilt
Real number (ℝ)
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.2678 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.202904 |
|---|---|
| Coefficient of variation (CV) | 0.015321563 |
| Kurtosis | -0.43955194 |
| Mean | 1971.2678 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.61346117 |
| Sum | 2878051 |
| Variance | 912.21541 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2006 | 67 | 4.6% |
| 2005 | 64 | 4.4% |
| 2004 | 54 | 3.7% |
| 2007 | 49 | 3.4% |
| 2003 | 45 | 3.1% |
| 1976 | 33 | 2.3% |
| 1977 | 32 | 2.2% |
| 1920 | 30 | 2.1% |
| 1959 | 26 | 1.8% |
| 1998 | 25 | 1.7% |
| Other values (102) | 1035 |
| Value | Count | Frequency (%) |
| 1872 | 1 | 0.1% |
| 1875 | 1 | 0.1% |
| 1880 | 4 | 0.3% |
| 1882 | 1 | 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 2 | 0.1% |
| 1892 | 2 | 0.1% |
| 1893 | 1 | 0.1% |
| 1898 | 1 | 0.1% |
| 1900 | 10 |
| Value | Count | Frequency (%) |
| 2010 | 1 | 0.1% |
| 2009 | 18 | 1.2% |
| 2008 | 23 | 1.6% |
| 2007 | 49 | |
| 2006 | 67 | |
| 2005 | 64 | |
| 2004 | 54 | |
| 2003 | 45 | |
| 2002 | 23 | 1.6% |
| 2001 | 20 | 1.4% |
YearRemodAdd
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.8658 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 20.645407 |
|---|---|
| Coefficient of variation (CV) | 0.010401412 |
| Kurtosis | -1.2722452 |
| Mean | 1984.8658 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.503562 |
| Sum | 2897904 |
| Variance | 426.23282 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1950 | 178 | 12.2% |
| 2006 | 97 | 6.6% |
| 2007 | 76 | 5.2% |
| 2005 | 73 | 5.0% |
| 2004 | 62 | 4.2% |
| 2000 | 55 | 3.8% |
| 2003 | 51 | 3.5% |
| 2002 | 48 | 3.3% |
| 2008 | 40 | 2.7% |
| 1996 | 36 | 2.5% |
| Other values (51) | 744 |
| Value | Count | Frequency (%) |
| 1950 | 178 | |
| 1951 | 4 | 0.3% |
| 1952 | 5 | 0.3% |
| 1953 | 10 | 0.7% |
| 1954 | 14 | 1.0% |
| 1955 | 9 | 0.6% |
| 1956 | 10 | 0.7% |
| 1957 | 9 | 0.6% |
| 1958 | 15 | 1.0% |
| 1959 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 2010 | 6 | 0.4% |
| 2009 | 23 | 1.6% |
| 2008 | 40 | |
| 2007 | 76 | |
| 2006 | 97 | |
| 2005 | 73 | |
| 2004 | 62 | |
| 2003 | 51 | |
| 2002 | 48 | |
| 2001 | 21 | 1.4% |
RoofStyle
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Gable | |
|---|---|
| Hip | |
| Flat | 13 |
| Gambrel | 11 |
| Mansard | 7 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.6226027 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6749 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gable |
|---|---|
| 2nd row | Gable |
| 3rd row | Gable |
| 4th row | Gable |
| 5th row | Gable |
Common Values
| Value | Count | Frequency (%) |
| Gable | 1141 | |
| Hip | 286 | 19.6% |
| Flat | 13 | 0.9% |
| Gambrel | 11 | 0.8% |
| Mansard | 7 | 0.5% |
| Shed | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gable | 1141 | |
| hip | 286 | 19.6% |
| flat | 13 | 0.9% |
| gambrel | 11 | 0.8% |
| mansard | 7 | 0.5% |
| shed | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5289 | |
| Uppercase Letter | 1460 | 21.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| b | 1152 | |
| i | 286 | 5.4% |
| p | 286 | 5.4% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| m | 11 | 0.2% |
| d | 9 | 0.2% |
| Other values (3) | 16 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1152 | |
| H | 286 | 19.6% |
| F | 13 | 0.9% |
| M | 7 | 0.5% |
| S | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6749 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6749 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
RoofMatl
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| CompShg | |
|---|---|
| Tar&Grv | 11 |
| WdShngl | 6 |
| WdShake | 5 |
| Metal | 1 |
| Other values (3) | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9965753 |
| Min length | 4 |
Characters and Unicode
| Total characters | 10215 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | CompShg |
|---|---|
| 2nd row | CompShg |
| 3rd row | CompShg |
| 4th row | CompShg |
| 5th row | CompShg |
Common Values
| Value | Count | Frequency (%) |
| CompShg | 1434 | |
| Tar&Grv | 11 | 0.8% |
| WdShngl | 6 | 0.4% |
| WdShake | 5 | 0.3% |
| Metal | 1 | 0.1% |
| Membran | 1 | 0.1% |
| Roll | 1 | 0.1% |
| ClyTile | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| compshg | 1434 | |
| tar&grv | 11 | 0.8% |
| wdshngl | 6 | 0.4% |
| wdshake | 5 | 0.3% |
| metal | 1 | 0.1% |
| membran | 1 | 0.1% |
| roll | 1 | 0.1% |
| clytile | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1445 | |
| h | 1445 | |
| g | 1440 | |
| C | 1435 | |
| m | 1435 | |
| o | 1435 | |
| p | 1434 | |
| r | 23 | 0.2% |
| a | 18 | 0.2% |
| T | 12 | 0.1% |
| Other values (15) | 93 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7287 | |
| Uppercase Letter | 2917 | |
| Other Punctuation | 11 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| h | 1445 | |
| g | 1440 | |
| m | 1435 | |
| o | 1435 | |
| p | 1434 | |
| r | 23 | 0.3% |
| a | 18 | 0.2% |
| l | 11 | 0.2% |
| d | 11 | 0.2% |
| v | 11 | 0.2% |
| Other values (7) | 24 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1445 | |
| C | 1435 | |
| T | 12 | 0.4% |
| W | 11 | 0.4% |
| G | 11 | 0.4% |
| M | 2 | 0.1% |
| R | 1 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 11 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10204 | |
| Common | 11 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 1445 | |
| h | 1445 | |
| g | 1440 | |
| C | 1435 | |
| m | 1435 | |
| o | 1435 | |
| p | 1434 | |
| r | 23 | 0.2% |
| a | 18 | 0.2% |
| T | 12 | 0.1% |
| Other values (14) | 82 | 0.8% |
Common
| Value | Count | Frequency (%) |
| & | 11 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10215 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 1445 | |
| h | 1445 | |
| g | 1440 | |
| C | 1435 | |
| m | 1435 | |
| o | 1435 | |
| p | 1434 | |
| r | 23 | 0.2% |
| a | 18 | 0.2% |
| T | 12 | 0.1% |
| Other values (15) | 93 | 0.9% |
Exterior1st
Categorical
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| HdBoard | |
| MetalSd | |
| Wd Sdng | |
| Plywood | |
| Other values (10) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9794521 |
| Min length | 5 |
Characters and Unicode
| Total characters | 10190 |
|---|---|
| Distinct characters | 32 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Sdng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 515 | |
| HdBoard | 222 | |
| MetalSd | 220 | |
| Wd Sdng | 206 | 14.1% |
| Plywood | 108 | 7.4% |
| CemntBd | 61 | 4.2% |
| BrkFace | 50 | 3.4% |
| WdShing | 26 | 1.8% |
| Stucco | 25 | 1.7% |
| AsbShng | 20 | 1.4% |
| Other values (5) | 7 | 0.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vinylsd | 515 | |
| hdboard | 222 | |
| metalsd | 220 | |
| wd | 206 | 12.4% |
| sdng | 206 | 12.4% |
| plywood | 108 | 6.5% |
| cemntbd | 61 | 3.7% |
| brkface | 50 | 3.0% |
| wdshing | 26 | 1.6% |
| stucco | 25 | 1.5% |
| Other values (6) | 27 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7199 | |
| Uppercase Letter | 2785 | 27.3% |
| Space Separator | 206 | 2.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 1786 | |
| l | 844 | |
| n | 831 | |
| y | 623 | 8.7% |
| i | 541 | 7.5% |
| a | 492 | 6.8% |
| o | 468 | 6.5% |
| e | 333 | 4.6% |
| t | 309 | 4.3% |
| r | 274 | 3.8% |
| Other values (10) | 698 | 9.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1016 | |
| V | 515 | |
| B | 336 | 12.1% |
| W | 232 | 8.3% |
| H | 222 | 8.0% |
| M | 220 | 7.9% |
| P | 108 | 3.9% |
| C | 64 | 2.3% |
| F | 50 | 1.8% |
| A | 21 | 0.8% |
Space Separator
| Value | Count | Frequency (%) |
| 206 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9984 | |
| Common | 206 | 2.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | |
| l | 844 | 8.5% |
| n | 831 | 8.3% |
| y | 623 | 6.2% |
| i | 541 | 5.4% |
| V | 515 | 5.2% |
| a | 492 | 4.9% |
| o | 468 | 4.7% |
| B | 336 | 3.4% |
| Other values (21) | 2532 |
Common
| Value | Count | Frequency (%) |
| 206 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10190 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Exterior2nd
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (11) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9732877 |
| Min length | 5 |
Characters and Unicode
| Total characters | 10181 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Shng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 504 | |
| MetalSd | 214 | |
| HdBoard | 207 | |
| Wd Sdng | 197 | 13.5% |
| Plywood | 142 | 9.7% |
| CmentBd | 60 | 4.1% |
| Wd Shng | 38 | 2.6% |
| Stucco | 26 | 1.8% |
| BrkFace | 25 | 1.7% |
| AsbShng | 20 | 1.4% |
| Other values (6) | 27 | 1.8% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vinylsd | 504 | |
| wd | 235 | |
| metalsd | 214 | |
| hdboard | 207 | |
| sdng | 197 | 11.6% |
| plywood | 142 | 8.3% |
| cmentbd | 60 | 3.5% |
| shng | 38 | 2.2% |
| stucco | 26 | 1.5% |
| brkface | 25 | 1.5% |
| Other values (8) | 54 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7193 | |
| Uppercase Letter | 2746 | 27.0% |
| Space Separator | 242 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 1766 | |
| l | 861 | |
| n | 834 | |
| y | 646 | 9.0% |
| o | 523 | 7.3% |
| i | 504 | 7.0% |
| a | 446 | 6.2% |
| t | 316 | 4.4% |
| e | 305 | 4.2% |
| g | 255 | 3.5% |
| Other values (10) | 737 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1017 | |
| V | 504 | |
| B | 300 | 10.9% |
| W | 235 | 8.6% |
| M | 214 | 7.8% |
| H | 207 | 7.5% |
| P | 142 | 5.2% |
| C | 68 | 2.5% |
| F | 25 | 0.9% |
| A | 23 | 0.8% |
| Other values (2) | 11 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 242 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9939 | |
| Common | 242 | 2.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | |
| l | 861 | 8.7% |
| n | 834 | 8.4% |
| y | 646 | 6.5% |
| o | 523 | 5.3% |
| V | 504 | 5.1% |
| i | 504 | 5.1% |
| a | 446 | 4.5% |
| t | 316 | 3.2% |
| Other values (22) | 2522 |
Common
| Value | Count | Frequency (%) |
| 242 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10181 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
MasVnrType
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| None | |
|---|---|
| BrkFace | |
| Stone | |
| BrkCmn | 15 |
| NoInfo | 8 |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 5.0335616 |
| Min length | 4 |
Characters and Unicode
| Total characters | 7349 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BrkFace |
|---|---|
| 2nd row | None |
| 3rd row | BrkFace |
| 4th row | None |
| 5th row | BrkFace |
Common Values
| Value | Count | Frequency (%) |
| None | 864 | |
| BrkFace | 445 | |
| Stone | 128 | 8.8% |
| BrkCmn | 15 | 1.0% |
| NoInfo | 8 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| none | 864 | |
| brkface | 445 | |
| stone | 128 | 8.8% |
| brkcmn | 15 | 1.0% |
| noinfo | 8 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1437 | |
| n | 1015 | |
| o | 1008 | |
| N | 872 | |
| B | 460 | 6.3% |
| r | 460 | 6.3% |
| k | 460 | 6.3% |
| F | 445 | 6.1% |
| a | 445 | 6.1% |
| c | 445 | 6.1% |
| Other values (6) | 302 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5421 | |
| Uppercase Letter | 1928 | 26.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1437 | |
| n | 1015 | |
| o | 1008 | |
| r | 460 | 8.5% |
| k | 460 | 8.5% |
| a | 445 | 8.2% |
| c | 445 | 8.2% |
| t | 128 | 2.4% |
| m | 15 | 0.3% |
| f | 8 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 872 | |
| B | 460 | |
| F | 445 | |
| S | 128 | 6.6% |
| C | 15 | 0.8% |
| I | 8 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7349 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1437 | |
| n | 1015 | |
| o | 1008 | |
| N | 872 | |
| B | 460 | 6.3% |
| r | 460 | 6.3% |
| k | 460 | 6.3% |
| F | 445 | 6.1% |
| a | 445 | 6.1% |
| c | 445 | 6.1% |
| Other values (6) | 302 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7349 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1437 | |
| n | 1015 | |
| o | 1008 | |
| N | 872 | |
| B | 460 | 6.3% |
| r | 460 | 6.3% |
| k | 460 | 6.3% |
| F | 445 | 6.1% |
| a | 445 | 6.1% |
| c | 445 | 6.1% |
| Other values (6) | 302 | 4.1% |
MasVnrArea
Real number (ℝ)
| Distinct | 327 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 8 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.68526 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 861 |
| Zeros (%) | 59.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 166 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 166 |
Descriptive statistics
| Standard deviation | 181.06621 |
|---|---|
| Coefficient of variation (CV) | 1.7463061 |
| Kurtosis | 10.082417 |
| Mean | 103.68526 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6690842 |
| Sum | 150551 |
| Variance | 32784.971 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 72 | 8 | 0.5% |
| 108 | 8 | 0.5% |
| 180 | 8 | 0.5% |
| 120 | 7 | 0.5% |
| 16 | 7 | 0.5% |
| 340 | 6 | 0.4% |
| 106 | 6 | 0.4% |
| 80 | 6 | 0.4% |
| 200 | 6 | 0.4% |
| Other values (317) | 529 | |
| (Missing) | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 2 | 0.1% |
| 11 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 7 | 0.5% |
| 18 | 2 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1378 | 1 | |
| 1170 | 1 | |
| 1129 | 1 | |
| 1115 | 1 | |
| 1047 | 1 | |
| 1031 | 1 | |
| 975 | 1 | |
| 922 | 1 | |
| 921 | 1 |
ExterQual
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 52 |
| Fa | 14 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2920 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 906 | |
| Gd | 488 | |
| Ex | 52 | 3.6% |
| Fa | 14 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 906 | |
| gd | 488 | |
| ex | 52 | 3.6% |
| fa | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2366 | |
| Lowercase Letter | 554 | 19.0% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| E | 52 | 2.2% |
| F | 14 | 0.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 488 | |
| x | 52 | 9.4% |
| a | 14 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2920 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2920 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
ExterCond
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 28 |
| Ex | 3 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2920 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1282 | |
| Gd | 146 | 10.0% |
| Fa | 28 | 1.9% |
| Ex | 3 | 0.2% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1282 | |
| gd | 146 | 10.0% |
| fa | 28 | 1.9% |
| ex | 3 | 0.2% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2742 | |
| Lowercase Letter | 178 | 6.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.3% |
| F | 28 | 1.0% |
| E | 3 | 0.1% |
| P | 1 | < 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 146 | |
| a | 28 | 15.7% |
| x | 3 | 1.7% |
| o | 1 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2920 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2920 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Foundation
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Slab | 24 |
| Stone | 6 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5157534 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8053 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PConc |
|---|---|
| 2nd row | CBlock |
| 3rd row | PConc |
| 4th row | BrkTil |
| 5th row | PConc |
Common Values
| Value | Count | Frequency (%) |
| PConc | 647 | |
| CBlock | 634 | |
| BrkTil | 146 | 10.0% |
| Slab | 24 | 1.6% |
| Stone | 6 | 0.4% |
| Wood | 3 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pconc | 647 | |
| cblock | 634 | |
| brktil | 146 | 10.0% |
| slab | 24 | 1.6% |
| stone | 6 | 0.4% |
| wood | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5166 | |
| Uppercase Letter | 2887 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1293 | |
| c | 1281 | |
| l | 804 | |
| k | 780 | |
| n | 653 | |
| i | 146 | 2.8% |
| r | 146 | 2.8% |
| a | 24 | 0.5% |
| b | 24 | 0.5% |
| t | 6 | 0.1% |
| Other values (2) | 9 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 1281 | |
| B | 780 | |
| P | 647 | |
| T | 146 | 5.1% |
| S | 30 | 1.0% |
| W | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8053 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8053 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
BsmtQual
Categorical
HIGH CORRELATION MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 35 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2846 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | Gd |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 649 | |
| Gd | 618 | |
| Ex | 121 | 8.3% |
| Fa | 35 | 2.4% |
| (Missing) | 37 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 649 | |
| gd | 618 | |
| ex | 121 | 8.5% |
| fa | 35 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2072 | |
| Lowercase Letter | 774 | 27.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| E | 121 | 5.8% |
| F | 35 | 1.7% |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 618 | |
| x | 121 | 15.6% |
| a | 35 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2846 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2846 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
BsmtCond
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | 65 |
| Fa | 45 |
| Po | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2846 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1311 | |
| Gd | 65 | 4.5% |
| Fa | 45 | 3.1% |
| Po | 2 | 0.1% |
| (Missing) | 37 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1311 | |
| gd | 65 | 4.6% |
| fa | 45 | 3.2% |
| po | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| G | 65 | 2.3% |
| d | 65 | 2.3% |
| F | 45 | 1.6% |
| a | 45 | 1.6% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2734 | |
| Lowercase Letter | 112 | 3.9% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| G | 65 | 2.4% |
| F | 45 | 1.6% |
| P | 2 | 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 65 | |
| a | 45 | |
| o | 2 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2846 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| G | 65 | 2.3% |
| d | 65 | 2.3% |
| F | 45 | 1.6% |
| a | 45 | 1.6% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2846 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| G | 65 | 2.3% |
| d | 65 | 2.3% |
| F | 45 | 1.6% |
| a | 45 | 1.6% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
BsmtExposure
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 38 |
| Missing (%) | 2.6% |
| Memory size | 11.5 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2844 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Gd |
| 3rd row | Mn |
| 4th row | No |
| 5th row | Av |
Common Values
| Value | Count | Frequency (%) |
| No | 953 | |
| Av | 221 | 15.1% |
| Gd | 134 | 9.2% |
| Mn | 114 | 7.8% |
| (Missing) | 38 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 953 | |
| av | 221 | 15.5% |
| gd | 134 | 9.4% |
| mn | 114 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1422 | |
| Lowercase Letter | 1422 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 953 | |
| A | 221 | 15.5% |
| G | 134 | 9.4% |
| M | 114 | 8.0% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 953 | |
| v | 221 | 15.5% |
| d | 134 | 9.4% |
| n | 114 | 8.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2844 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2844 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
BsmtFinType1
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| BLQ | |
| Rec | |
| Other values (2) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.0760274 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4491 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GLQ |
|---|---|
| 2nd row | ALQ |
| 3rd row | GLQ |
| 4th row | ALQ |
| 5th row | GLQ |
Common Values
| Value | Count | Frequency (%) |
| Unf | 430 | |
| GLQ | 418 | |
| ALQ | 220 | |
| BLQ | 148 | 10.1% |
| Rec | 133 | 9.1% |
| LwQ | 74 | 5.1% |
| NoInfo | 37 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 430 | |
| glq | 418 | |
| alq | 220 | |
| blq | 148 | 10.1% |
| rec | 133 | 9.1% |
| lwq | 74 | 5.1% |
| noinfo | 37 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| n | 467 | |
| f | 467 | |
| U | 430 | |
| G | 418 | |
| A | 220 | 4.9% |
| B | 148 | 3.3% |
| R | 133 | 3.0% |
| e | 133 | 3.0% |
| Other values (5) | 355 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3143 | |
| Lowercase Letter | 1348 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| G | 418 | |
| A | 220 | 7.0% |
| B | 148 | 4.7% |
| R | 133 | 4.2% |
| N | 37 | 1.2% |
| I | 37 | 1.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 467 | |
| f | 467 | |
| e | 133 | 9.9% |
| c | 133 | 9.9% |
| w | 74 | 5.5% |
| o | 74 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4491 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| n | 467 | |
| f | 467 | |
| U | 430 | |
| G | 418 | |
| A | 220 | 4.9% |
| B | 148 | 3.3% |
| R | 133 | 3.0% |
| e | 133 | 3.0% |
| Other values (5) | 355 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4491 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| n | 467 | |
| f | 467 | |
| U | 430 | |
| G | 418 | |
| A | 220 | 4.9% |
| B | 148 | 3.3% |
| R | 133 | 3.0% |
| e | 133 | 3.0% |
| Other values (5) | 355 |
BsmtFinSF1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 637 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 443.63973 |
| Minimum | 0 |
|---|---|
| Maximum | 5644 |
| Zeros | 467 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 383.5 |
| Q3 | 712.25 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 712.25 |
Descriptive statistics
| Standard deviation | 456.09809 |
|---|---|
| Coefficient of variation (CV) | 1.0280822 |
| Kurtosis | 11.118236 |
| Mean | 443.63973 |
| Median Absolute Deviation (MAD) | 383.5 |
| Skewness | 1.6855031 |
| Sum | 647714 |
| Variance | 208025.47 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 24 | 12 | 0.8% |
| 16 | 9 | 0.6% |
| 686 | 5 | 0.3% |
| 662 | 5 | 0.3% |
| 20 | 5 | 0.3% |
| 936 | 5 | 0.3% |
| 616 | 5 | 0.3% |
| 560 | 4 | 0.3% |
| 553 | 4 | 0.3% |
| Other values (627) | 939 |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 2 | 1 | 0.1% |
| 16 | 9 | 0.6% |
| 20 | 5 | 0.3% |
| 24 | 12 | 0.8% |
| 25 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 3 | 0.2% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5644 | 1 | |
| 2260 | 1 | |
| 2188 | 1 | |
| 2096 | 1 | |
| 1904 | 1 | |
| 1880 | 1 | |
| 1810 | 1 | |
| 1767 | 1 | |
| 1721 | 1 | |
| 1696 | 1 |
BsmtFinType2
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| Rec | 54 |
| LwQ | 46 |
| NoInfo | 38 |
| BLQ | 33 |
| Other values (2) | 33 |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.0780822 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4494 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unf |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | Unf |
| 5th row | Unf |
Common Values
| Value | Count | Frequency (%) |
| Unf | 1256 | |
| Rec | 54 | 3.7% |
| LwQ | 46 | 3.2% |
| NoInfo | 38 | 2.6% |
| BLQ | 33 | 2.3% |
| ALQ | 19 | 1.3% |
| GLQ | 14 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 1256 | |
| rec | 54 | 3.7% |
| lwq | 46 | 3.2% |
| noinfo | 38 | 2.6% |
| blq | 33 | 2.3% |
| alq | 19 | 1.3% |
| glq | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1294 | |
| f | 1294 | |
| U | 1256 | |
| L | 112 | 2.5% |
| Q | 112 | 2.5% |
| o | 76 | 1.7% |
| R | 54 | 1.2% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| w | 46 | 1.0% |
| Other values (5) | 142 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2818 | |
| Uppercase Letter | 1676 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 1256 | |
| L | 112 | 6.7% |
| Q | 112 | 6.7% |
| R | 54 | 3.2% |
| N | 38 | 2.3% |
| I | 38 | 2.3% |
| B | 33 | 2.0% |
| A | 19 | 1.1% |
| G | 14 | 0.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 1294 | |
| f | 1294 | |
| o | 76 | 2.7% |
| e | 54 | 1.9% |
| c | 54 | 1.9% |
| w | 46 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4494 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 1294 | |
| f | 1294 | |
| U | 1256 | |
| L | 112 | 2.5% |
| Q | 112 | 2.5% |
| o | 76 | 1.7% |
| R | 54 | 1.2% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| w | 46 | 1.0% |
| Other values (5) | 142 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4494 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 1294 | |
| f | 1294 | |
| U | 1256 | |
| L | 112 | 2.5% |
| Q | 112 | 2.5% |
| o | 76 | 1.7% |
| R | 54 | 1.2% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| w | 46 | 1.0% |
| Other values (5) | 142 | 3.2% |
BsmtFinSF2
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 144 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.549315 |
| Minimum | 0 |
|---|---|
| Maximum | 1474 |
| Zeros | 1293 |
| Zeros (%) | 88.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 396.2 |
| Maximum | 1474 |
| Range | 1474 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 161.31927 |
|---|---|
| Coefficient of variation (CV) | 3.4655563 |
| Kurtosis | 20.113338 |
| Mean | 46.549315 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.2552611 |
| Sum | 67962 |
| Variance | 26023.908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 180 | 5 | 0.3% |
| 374 | 3 | 0.2% |
| 551 | 2 | 0.1% |
| 147 | 2 | 0.1% |
| 294 | 2 | 0.1% |
| 391 | 2 | 0.1% |
| 539 | 2 | 0.1% |
| 96 | 2 | 0.1% |
| 480 | 2 | 0.1% |
| Other values (134) | 145 | 9.9% |
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 28 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 41 | 2 | 0.1% |
| 64 | 2 | 0.1% |
| 68 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1474 | 1 | |
| 1127 | 1 | |
| 1120 | 1 | |
| 1085 | 1 | |
| 1080 | 1 | |
| 1063 | 1 | |
| 1061 | 1 | |
| 1057 | 1 | |
| 1031 | 1 | |
| 1029 | 1 |
BsmtUnfSF
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 780 |
|---|---|
| Distinct (%) | 53.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.24041 |
| Minimum | 0 |
|---|---|
| Maximum | 2336 |
| Zeros | 118 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 223 |
| median | 477.5 |
| Q3 | 808 |
| 95-th percentile | 1468 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 585 |
Descriptive statistics
| Standard deviation | 441.86696 |
|---|---|
| Coefficient of variation (CV) | 0.77897651 |
| Kurtosis | 0.47499399 |
| Mean | 567.24041 |
| Median Absolute Deviation (MAD) | 288 |
| Skewness | 0.92026845 |
| Sum | 828171 |
| Variance | 195246.41 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 118 | 8.1% |
| 728 | 9 | 0.6% |
| 384 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 300 | 7 | 0.5% |
| 572 | 7 | 0.5% |
| 270 | 6 | 0.4% |
| 625 | 6 | 0.4% |
| 672 | 6 | 0.4% |
| 440 | 6 | 0.4% |
| Other values (770) | 1280 |
| Value | Count | Frequency (%) |
| 0 | 118 | |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 23 | 2 | 0.1% |
| 26 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 2336 | 1 | |
| 2153 | 1 | |
| 2121 | 1 | |
| 2046 | 1 | |
| 2042 | 1 | |
| 2002 | 1 | |
| 1969 | 1 | |
| 1935 | 1 | |
| 1926 | 1 | |
| 1907 | 1 |
TotalBsmtSF
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 721 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1057.4295 |
| Minimum | 0 |
|---|---|
| Maximum | 6110 |
| Zeros | 37 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519.3 |
| Q1 | 795.75 |
| median | 991.5 |
| Q3 | 1298.25 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 502.5 |
Descriptive statistics
| Standard deviation | 438.70532 |
|---|---|
| Coefficient of variation (CV) | 0.41487905 |
| Kurtosis | 13.250483 |
| Mean | 1057.4295 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.5242545 |
| Sum | 1543847 |
| Variance | 192462.36 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 37 | 2.5% |
| 864 | 35 | 2.4% |
| 672 | 17 | 1.2% |
| 912 | 15 | 1.0% |
| 1040 | 14 | 1.0% |
| 816 | 13 | 0.9% |
| 768 | 12 | 0.8% |
| 728 | 12 | 0.8% |
| 894 | 11 | 0.8% |
| 780 | 11 | 0.8% |
| Other values (711) | 1283 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 105 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 264 | 3 | 0.2% |
| 270 | 1 | 0.1% |
| 290 | 1 | 0.1% |
| 319 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 384 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 6110 | 1 | |
| 3206 | 1 | |
| 3200 | 1 | |
| 3138 | 1 | |
| 3094 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2444 | 1 | |
| 2396 | 1 | |
| 2392 | 1 |
Heating
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| GasA | |
|---|---|
| GasW | 18 |
| Grav | 7 |
| Wall | 4 |
| OthW | 2 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0006849 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5841 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | GasA |
|---|---|
| 2nd row | GasA |
| 3rd row | GasA |
| 4th row | GasA |
| 5th row | GasA |
Common Values
| Value | Count | Frequency (%) |
| GasA | 1428 | |
| GasW | 18 | 1.2% |
| Grav | 7 | 0.5% |
| Wall | 4 | 0.3% |
| OthW | 2 | 0.1% |
| Floor | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gasa | 1428 | |
| gasw | 18 | 1.2% |
| grav | 7 | 0.5% |
| wall | 4 | 0.3% |
| othw | 2 | 0.1% |
| floor | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1457 | |
| G | 1453 | |
| s | 1446 | |
| A | 1428 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2933 | |
| Uppercase Letter | 2908 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1457 | |
| s | 1446 | |
| l | 9 | 0.3% |
| r | 8 | 0.3% |
| v | 7 | 0.2% |
| t | 2 | 0.1% |
| h | 2 | 0.1% |
| o | 2 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1453 | |
| A | 1428 | |
| W | 24 | 0.8% |
| O | 2 | 0.1% |
| F | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5841 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1457 | |
| G | 1453 | |
| s | 1446 | |
| A | 1428 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5841 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1457 | |
| G | 1453 | |
| s | 1446 | |
| A | 1428 | |
| W | 24 | 0.4% |
| l | 9 | 0.2% |
| r | 8 | 0.1% |
| v | 7 | 0.1% |
| O | 2 | < 0.1% |
| t | 2 | < 0.1% |
| Other values (3) | 5 | 0.1% |
HeatingQC
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 49 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2920 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Ex |
| 3rd row | Ex |
| 4th row | Gd |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| Ex | 741 | |
| TA | 428 | |
| Gd | 241 | 16.5% |
| Fa | 49 | 3.4% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 741 | |
| ta | 428 | |
| gd | 241 | 16.5% |
| fa | 49 | 3.4% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1888 | |
| Lowercase Letter | 1032 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 12.8% |
| F | 49 | 2.6% |
| P | 1 | 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 741 | |
| d | 241 | 23.4% |
| a | 49 | 4.7% |
| o | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2920 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2920 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
CentralAir
Boolean
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| True | |
|---|---|
| False | 95 |
| Value | Count | Frequency (%) |
| True | 1365 | |
| False | 95 | 6.5% |
Electrical
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| SBrkr | |
|---|---|
| FuseA | 94 |
| FuseF | 27 |
| FuseP | 3 |
| Mix | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.9993151 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7299 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | SBrkr |
|---|---|
| 2nd row | SBrkr |
| 3rd row | SBrkr |
| 4th row | SBrkr |
| 5th row | SBrkr |
Common Values
| Value | Count | Frequency (%) |
| SBrkr | 1334 | |
| FuseA | 94 | 6.4% |
| FuseF | 27 | 1.8% |
| FuseP | 3 | 0.2% |
| Mix | 1 | 0.1% |
| NoInfo | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sbrkr | 1334 | |
| fusea | 94 | 6.4% |
| fusef | 27 | 1.8% |
| fusep | 3 | 0.2% |
| mix | 1 | 0.1% |
| noinfo | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (8) | 9 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4380 | |
| Uppercase Letter | 2919 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2668 | |
| k | 1334 | |
| u | 124 | 2.8% |
| s | 124 | 2.8% |
| e | 124 | 2.8% |
| o | 2 | < 0.1% |
| i | 1 | < 0.1% |
| x | 1 | < 0.1% |
| n | 1 | < 0.1% |
| f | 1 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1334 | |
| B | 1334 | |
| F | 151 | 5.2% |
| A | 94 | 3.2% |
| P | 3 | 0.1% |
| M | 1 | < 0.1% |
| N | 1 | < 0.1% |
| I | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7299 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (8) | 9 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7299 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (8) | 9 | 0.1% |
1stFlrSF
Real number (ℝ)
| Distinct | 753 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.6267 |
| Minimum | 334 |
|---|---|
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.95 |
| Q1 | 882 |
| median | 1087 |
| Q3 | 1391.25 |
| 95-th percentile | 1831.25 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509.25 |
Descriptive statistics
| Standard deviation | 386.58774 |
|---|---|
| Coefficient of variation (CV) | 0.33251235 |
| Kurtosis | 5.7458415 |
| Mean | 1162.6267 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.3767566 |
| Sum | 1697435 |
| Variance | 149450.08 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 25 | 1.7% |
| 1040 | 16 | 1.1% |
| 912 | 14 | 1.0% |
| 894 | 12 | 0.8% |
| 848 | 12 | 0.8% |
| 672 | 11 | 0.8% |
| 630 | 9 | 0.6% |
| 816 | 9 | 0.6% |
| 483 | 7 | 0.5% |
| 960 | 7 | 0.5% |
| Other values (743) | 1338 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 483 | 7 | |
| 495 | 1 | 0.1% |
| 520 | 5 | |
| 525 | 1 | 0.1% |
| 526 | 1 | 0.1% |
| 536 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4692 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2515 | 1 | |
| 2444 | 1 | |
| 2411 | 1 | |
| 2402 | 1 |
2ndFlrSF
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 417 |
|---|---|
| Distinct (%) | 28.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 346.99247 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 829 |
| Zeros (%) | 56.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.05 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 436.52844 |
|---|---|
| Coefficient of variation (CV) | 1.2580343 |
| Kurtosis | -0.55346356 |
| Mean | 346.99247 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.81302982 |
| Sum | 506609 |
| Variance | 190557.08 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 728 | 10 | 0.7% |
| 504 | 9 | 0.6% |
| 546 | 8 | 0.5% |
| 672 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 720 | 7 | 0.5% |
| 896 | 6 | 0.4% |
| 862 | 5 | 0.3% |
| 780 | 5 | 0.3% |
| Other values (407) | 566 |
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 110 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 240 | 2 | 0.1% |
| 252 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1818 | 1 | |
| 1796 | 1 | |
| 1611 | 1 | |
| 1589 | 1 | |
| 1540 | 1 | |
| 1538 | 1 | |
| 1523 | 1 | |
| 1519 | 1 |
LowQualFinSF
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8445205 |
| Minimum | 0 |
|---|---|
| Maximum | 572 |
| Zeros | 1434 |
| Zeros (%) | 98.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 572 |
| Range | 572 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 48.623081 |
|---|---|
| Coefficient of variation (CV) | 8.3194303 |
| Kurtosis | 83.234817 |
| Mean | 5.8445205 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.0113413 |
| Sum | 8533 |
| Variance | 2364.204 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 0 | 1434 | |
| 80 | 3 | 0.2% |
| 360 | 2 | 0.1% |
| 205 | 1 | 0.1% |
| 479 | 1 | 0.1% |
| 397 | 1 | 0.1% |
| 514 | 1 | 0.1% |
| 120 | 1 | 0.1% |
| 481 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| Other values (14) | 14 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 1434 | |
| 53 | 1 | 0.1% |
| 80 | 3 | 0.2% |
| 120 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 156 | 1 | 0.1% |
| 205 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 360 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 572 | 1 | |
| 528 | 1 | |
| 515 | 1 | |
| 514 | 1 | |
| 513 | 1 | |
| 481 | 1 | |
| 479 | 1 | |
| 473 | 1 | |
| 420 | 1 | |
| 397 | 1 |
GrLivArea
Real number (ℝ)
| Distinct | 861 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.4637 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 647.25 |
Descriptive statistics
| Standard deviation | 525.48038 |
|---|---|
| Coefficient of variation (CV) | 0.34674561 |
| Kurtosis | 4.8951206 |
| Mean | 1515.4637 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.3665604 |
| Sum | 2212577 |
| Variance | 276129.63 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 848 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.5% |
| 1092 | 8 | 0.5% |
| 1728 | 7 | 0.5% |
| Other values (851) | 1352 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
BsmtFullBath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 15 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
BsmtHalfBath
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | 80 |
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1378 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
FullBath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 33 |
| 0 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
HalfBath
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 12 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
BedroomAbvGr
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8664384 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.81577804 |
|---|---|
| Coefficient of variation (CV) | 0.2845964 |
| Kurtosis | 2.2308746 |
| Mean | 2.8664384 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.2117901 |
| Sum | 4185 |
| Variance | 0.66549382 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3 | 804 | |
| 2 | 358 | |
| 4 | 213 | 14.6% |
| 1 | 50 | 3.4% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 0 | 6 | 0.4% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.4% |
| 1 | 50 | 3.4% |
| 2 | 358 | |
| 3 | 804 | |
| 4 | 213 | 14.6% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 6 | 7 | 0.5% |
| 5 | 21 | 1.4% |
| 4 | 213 | 14.6% |
| 3 | 804 | |
| 2 | 358 | |
| 1 | 50 | 3.4% |
| 0 | 6 | 0.4% |
KitchenAbvGr
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1 | |
|---|---|
| 2 | 65 |
| 3 | 2 |
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
KitchenQual
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 39 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2920 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | Gd |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 735 | |
| Gd | 586 | |
| Ex | 100 | 6.8% |
| Fa | 39 | 2.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 735 | |
| gd | 586 | |
| ex | 100 | 6.8% |
| fa | 39 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2195 | |
| Lowercase Letter | 725 | 24.8% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| E | 100 | 4.6% |
| F | 39 | 1.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 586 | |
| x | 100 | 13.8% |
| a | 39 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2920 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2920 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
TotRmsAbvGrd
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5178082 |
| Minimum | 2 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6253933 |
|---|---|
| Coefficient of variation (CV) | 0.24937728 |
| Kurtosis | 0.88076157 |
| Mean | 6.5178082 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.67634084 |
| Sum | 9516 |
| Variance | 2.6419033 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 402 | |
| 7 | 329 | |
| 5 | 275 | |
| 8 | 187 | |
| 4 | 97 | 6.6% |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| 3 | 17 | 1.2% |
| 12 | 11 | 0.8% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 17 | 1.2% |
| 4 | 97 | 6.6% |
| 5 | 275 | |
| 6 | 402 | |
| 7 | 329 | |
| 8 | 187 | |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 12 | 11 | 0.8% |
| 11 | 18 | 1.2% |
| 10 | 47 | 3.2% |
| 9 | 75 | 5.1% |
| 8 | 187 | |
| 7 | 329 | |
| 6 | 402 | |
| 5 | 275 | |
| 4 | 97 | 6.6% |
Functional
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Typ | |
|---|---|
| Min2 | 34 |
| Min1 | 31 |
| Mod | 15 |
| Maj1 | 14 |
| Other values (2) | 6 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0575342 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4464 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Typ |
|---|---|
| 2nd row | Typ |
| 3rd row | Typ |
| 4th row | Typ |
| 5th row | Typ |
Common Values
| Value | Count | Frequency (%) |
| Typ | 1360 | |
| Min2 | 34 | 2.3% |
| Min1 | 31 | 2.1% |
| Mod | 15 | 1.0% |
| Maj1 | 14 | 1.0% |
| Maj2 | 5 | 0.3% |
| Sev | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| typ | 1360 | |
| min2 | 34 | 2.3% |
| min1 | 31 | 2.1% |
| mod | 15 | 1.0% |
| maj1 | 14 | 1.0% |
| maj2 | 5 | 0.3% |
| sev | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1360 | |
| y | 1360 | |
| p | 1360 | |
| M | 99 | 2.2% |
| i | 65 | 1.5% |
| n | 65 | 1.5% |
| 1 | 45 | 1.0% |
| 2 | 39 | 0.9% |
| a | 19 | 0.4% |
| j | 19 | 0.4% |
| Other values (5) | 33 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2920 | |
| Uppercase Letter | 1460 | |
| Decimal Number | 84 | 1.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 1360 | |
| p | 1360 | |
| i | 65 | 2.2% |
| n | 65 | 2.2% |
| a | 19 | 0.7% |
| j | 19 | 0.7% |
| o | 15 | 0.5% |
| d | 15 | 0.5% |
| e | 1 | < 0.1% |
| v | 1 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1360 | |
| M | 99 | 6.8% |
| S | 1 | 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 45 | |
| 2 | 39 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4380 | |
| Common | 84 | 1.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 1360 | |
| y | 1360 | |
| p | 1360 | |
| M | 99 | 2.3% |
| i | 65 | 1.5% |
| n | 65 | 1.5% |
| a | 19 | 0.4% |
| j | 19 | 0.4% |
| o | 15 | 0.3% |
| d | 15 | 0.3% |
| Other values (3) | 3 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 1 | 45 | |
| 2 | 39 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 1360 | |
| y | 1360 | |
| p | 1360 | |
| M | 99 | 2.2% |
| i | 65 | 1.5% |
| n | 65 | 1.5% |
| 1 | 45 | 1.0% |
| 2 | 39 | 0.9% |
| a | 19 | 0.4% |
| j | 19 | 0.4% |
| Other values (5) | 33 | 0.7% |
Fireplaces
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
FireplaceQu
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 690 |
| Missing (%) | 47.3% |
| Memory size | 11.5 KiB |
| Gd | |
|---|---|
| TA | |
| Fa | 33 |
| Ex | 24 |
| Po | 20 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1540 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| Gd | 380 | |
| TA | 313 | |
| Fa | 33 | 2.3% |
| Ex | 24 | 1.6% |
| Po | 20 | 1.4% |
| (Missing) | 690 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gd | 380 | |
| ta | 313 | |
| fa | 33 | 4.3% |
| ex | 24 | 3.1% |
| po | 20 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 380 | |
| d | 380 | |
| T | 313 | |
| A | 313 | |
| F | 33 | 2.1% |
| a | 33 | 2.1% |
| E | 24 | 1.6% |
| x | 24 | 1.6% |
| P | 20 | 1.3% |
| o | 20 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1083 | |
| Lowercase Letter | 457 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 380 | |
| T | 313 | |
| A | 313 | |
| F | 33 | 3.0% |
| E | 24 | 2.2% |
| P | 20 | 1.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 380 | |
| a | 33 | 7.2% |
| x | 24 | 5.3% |
| o | 20 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1540 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 380 | |
| d | 380 | |
| T | 313 | |
| A | 313 | |
| F | 33 | 2.1% |
| a | 33 | 2.1% |
| E | 24 | 1.6% |
| x | 24 | 1.6% |
| P | 20 | 1.3% |
| o | 20 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1540 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 380 | |
| d | 380 | |
| T | 313 | |
| A | 313 | |
| F | 33 | 2.1% |
| a | 33 | 2.1% |
| E | 24 | 1.6% |
| x | 24 | 1.6% |
| P | 20 | 1.3% |
| o | 20 | 1.3% |
GarageType
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | |
| NoInfo | 81 |
| Basment | 19 |
| Other values (2) | 15 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0794521 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8876 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Attchd |
|---|---|
| 2nd row | Attchd |
| 3rd row | Attchd |
| 4th row | Detchd |
| 5th row | Attchd |
Common Values
| Value | Count | Frequency (%) |
| Attchd | 870 | |
| Detchd | 387 | |
| BuiltIn | 88 | 6.0% |
| NoInfo | 81 | 5.5% |
| Basment | 19 | 1.3% |
| CarPort | 9 | 0.6% |
| 2Types | 6 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| attchd | 870 | |
| detchd | 387 | |
| builtin | 88 | 6.0% |
| noinfo | 81 | 5.5% |
| basment | 19 | 1.3% |
| carport | 9 | 0.6% |
| 2types | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 2243 | |
| c | 1257 | |
| h | 1257 | |
| d | 1257 | |
| A | 870 | 9.8% |
| e | 412 | 4.6% |
| D | 387 | 4.4% |
| n | 188 | 2.1% |
| o | 171 | 1.9% |
| I | 169 | 1.9% |
| Other values (16) | 665 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7232 | |
| Uppercase Letter | 1638 | 18.5% |
| Decimal Number | 6 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 2243 | |
| c | 1257 | |
| h | 1257 | |
| d | 1257 | |
| e | 412 | 5.7% |
| n | 188 | 2.6% |
| o | 171 | 2.4% |
| u | 88 | 1.2% |
| i | 88 | 1.2% |
| l | 88 | 1.2% |
| Other values (7) | 183 | 2.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 870 | |
| D | 387 | |
| I | 169 | 10.3% |
| B | 107 | 6.5% |
| N | 81 | 4.9% |
| C | 9 | 0.5% |
| P | 9 | 0.5% |
| T | 6 | 0.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 6 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8870 | |
| Common | 6 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 2243 | |
| c | 1257 | |
| h | 1257 | |
| d | 1257 | |
| A | 870 | 9.8% |
| e | 412 | 4.6% |
| D | 387 | 4.4% |
| n | 188 | 2.1% |
| o | 171 | 1.9% |
| I | 169 | 1.9% |
| Other values (15) | 659 | 7.4% |
Common
| Value | Count | Frequency (%) |
| 2 | 6 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8876 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 2243 | |
| c | 1257 | |
| h | 1257 | |
| d | 1257 | |
| A | 870 | 9.8% |
| e | 412 | 4.6% |
| D | 387 | 4.4% |
| n | 188 | 2.1% |
| o | 171 | 1.9% |
| I | 169 | 1.9% |
| Other values (16) | 665 | 7.5% |
GarageYrBlt
Unsupported
REJECTED UNSUPPORTED
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
GarageFinish
Categorical
HIGH CORRELATION MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4137 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RFn |
|---|---|
| 2nd row | RFn |
| 3rd row | RFn |
| 4th row | Unf |
| 5th row | RFn |
Common Values
| Value | Count | Frequency (%) |
| Unf | 605 | |
| RFn | 422 | |
| Fin | 352 | |
| (Missing) | 81 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 605 | |
| rfn | 422 | |
| fin | 352 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1379 | |
| F | 774 | |
| U | 605 | |
| f | 605 | |
| R | 422 | 10.2% |
| i | 352 | 8.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2336 | |
| Uppercase Letter | 1801 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 1379 | |
| f | 605 | |
| i | 352 | 15.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 774 | |
| U | 605 | |
| R | 422 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4137 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 1379 | |
| F | 774 | |
| U | 605 | |
| f | 605 | |
| R | 422 | 10.2% |
| i | 352 | 8.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4137 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 1379 | |
| F | 774 | |
| U | 605 | |
| f | 605 | |
| R | 422 | 10.2% |
| i | 352 | 8.5% |
GarageCars
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 0 | 81 |
| 4 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
GarageArea
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 441 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.98014 |
| Minimum | 0 |
|---|---|
| Maximum | 1418 |
| Zeros | 81 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 334.5 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 850.1 |
| Maximum | 1418 |
| Range | 1418 |
| Interquartile range (IQR) | 241.5 |
Descriptive statistics
| Standard deviation | 213.80484 |
|---|---|
| Coefficient of variation (CV) | 0.45203768 |
| Kurtosis | 0.9170672 |
| Mean | 472.98014 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.17998091 |
| Sum | 690551 |
| Variance | 45712.51 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 81 | 5.5% |
| 440 | 49 | 3.4% |
| 576 | 47 | 3.2% |
| 240 | 38 | 2.6% |
| 484 | 34 | 2.3% |
| 528 | 33 | 2.3% |
| 288 | 27 | 1.8% |
| 400 | 25 | 1.7% |
| 264 | 24 | 1.6% |
| 480 | 24 | 1.6% |
| Other values (431) | 1078 |
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 160 | 2 | 0.1% |
| 164 | 1 | 0.1% |
| 180 | 9 | 0.6% |
| 186 | 1 | 0.1% |
| 189 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 198 | 1 | 0.1% |
| 200 | 4 | 0.3% |
| 205 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 1418 | 1 | |
| 1390 | 1 | |
| 1356 | 1 | |
| 1248 | 1 | |
| 1220 | 1 | |
| 1166 | 1 | |
| 1134 | 1 | |
| 1069 | 1 | |
| 1053 | 1 | |
| 1052 | 2 |
GarageQual
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Fa | 48 |
| Gd | 14 |
| Ex | 3 |
| Po | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2758 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1311 | |
| Fa | 48 | 3.3% |
| Gd | 14 | 1.0% |
| Ex | 3 | 0.2% |
| Po | 3 | 0.2% |
| (Missing) | 81 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1311 | |
| fa | 48 | 3.5% |
| gd | 14 | 1.0% |
| ex | 3 | 0.2% |
| po | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| F | 48 | 1.7% |
| a | 48 | 1.7% |
| G | 14 | 0.5% |
| d | 14 | 0.5% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2690 | |
| Lowercase Letter | 68 | 2.5% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| F | 48 | 1.8% |
| G | 14 | 0.5% |
| E | 3 | 0.1% |
| P | 3 | 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 48 | |
| d | 14 | 20.6% |
| x | 3 | 4.4% |
| o | 3 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2758 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| F | 48 | 1.7% |
| a | 48 | 1.7% |
| G | 14 | 0.5% |
| d | 14 | 0.5% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2758 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 1311 | |
| A | 1311 | |
| F | 48 | 1.7% |
| a | 48 | 1.7% |
| G | 14 | 0.5% |
| d | 14 | 0.5% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
GarageCond
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Fa | 35 |
| Gd | 9 |
| Po | 7 |
| Ex | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2758 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1326 | |
| Fa | 35 | 2.4% |
| Gd | 9 | 0.6% |
| Po | 7 | 0.5% |
| Ex | 2 | 0.1% |
| (Missing) | 81 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1326 | |
| fa | 35 | 2.5% |
| gd | 9 | 0.7% |
| po | 7 | 0.5% |
| ex | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1326 | |
| A | 1326 | |
| F | 35 | 1.3% |
| a | 35 | 1.3% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2705 | |
| Lowercase Letter | 53 | 1.9% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1326 | |
| A | 1326 | |
| F | 35 | 1.3% |
| G | 9 | 0.3% |
| P | 7 | 0.3% |
| E | 2 | 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 35 | |
| d | 9 | 17.0% |
| o | 7 | 13.2% |
| x | 2 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2758 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 1326 | |
| A | 1326 | |
| F | 35 | 1.3% |
| a | 35 | 1.3% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2758 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 1326 | |
| A | 1326 | |
| F | 35 | 1.3% |
| a | 35 | 1.3% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
PavedDrive
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Y | |
|---|---|
| N | 90 |
| P | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 1340 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 1340 | |
| n | 90 | 6.2% |
| p | 30 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 1340 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1460 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| Y | 1340 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1460 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Y | 1340 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Y | 1340 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
WoodDeckSF
Real number (ℝ)
| Distinct | 274 |
|---|---|
| Distinct (%) | 18.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.244521 |
| Minimum | 0 |
|---|---|
| Maximum | 857 |
| Zeros | 761 |
| Zeros (%) | 52.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 168 |
| 95-th percentile | 335 |
| Maximum | 857 |
| Range | 857 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 125.33879 |
|---|---|
| Coefficient of variation (CV) | 1.3299319 |
| Kurtosis | 2.9929509 |
| Mean | 94.244521 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5413758 |
| Sum | 137597 |
| Variance | 15709.813 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 761 | |
| 192 | 38 | 2.6% |
| 100 | 36 | 2.5% |
| 144 | 33 | 2.3% |
| 120 | 31 | 2.1% |
| 168 | 28 | 1.9% |
| 140 | 15 | 1.0% |
| 224 | 14 | 1.0% |
| 208 | 10 | 0.7% |
| 240 | 10 | 0.7% |
| Other values (264) | 484 |
| Value | Count | Frequency (%) |
| 0 | 761 | |
| 12 | 2 | 0.1% |
| 24 | 2 | 0.1% |
| 26 | 2 | 0.1% |
| 28 | 2 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 857 | 1 | |
| 736 | 1 | |
| 728 | 1 | |
| 670 | 1 | |
| 668 | 1 | |
| 635 | 1 | |
| 586 | 1 | |
| 576 | 1 | |
| 574 | 1 | |
| 550 | 1 |
OpenPorchSF
Real number (ℝ)
| Distinct | 202 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.660274 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 656 |
| Zeros (%) | 44.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 25 |
| Q3 | 68 |
| 95-th percentile | 175.05 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 66.256028 |
|---|---|
| Coefficient of variation (CV) | 1.4199665 |
| Kurtosis | 8.4903358 |
| Mean | 46.660274 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 2.3643417 |
| Sum | 68124 |
| Variance | 4389.8612 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 656 | |
| 36 | 29 | 2.0% |
| 48 | 22 | 1.5% |
| 20 | 21 | 1.4% |
| 40 | 19 | 1.3% |
| 45 | 19 | 1.3% |
| 24 | 16 | 1.1% |
| 30 | 16 | 1.1% |
| 60 | 15 | 1.0% |
| 39 | 14 | 1.0% |
| Other values (192) | 633 |
| Value | Count | Frequency (%) |
| 0 | 656 | |
| 4 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 3 | 0.2% |
| 15 | 1 | 0.1% |
| 16 | 8 | 0.5% |
| 17 | 2 | 0.1% |
| 18 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 523 | 1 | |
| 502 | 1 | |
| 418 | 1 | |
| 406 | 1 | |
| 364 | 1 | |
| 341 | 1 | |
| 319 | 1 | |
| 312 | 2 | |
| 304 | 1 |
EnclosedPorch
Real number (ℝ)
| Distinct | 120 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.95411 |
| Minimum | 0 |
|---|---|
| Maximum | 552 |
| Zeros | 1252 |
| Zeros (%) | 85.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 180.15 |
| Maximum | 552 |
| Range | 552 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 61.119149 |
|---|---|
| Coefficient of variation (CV) | 2.7839502 |
| Kurtosis | 10.430766 |
| Mean | 21.95411 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.0898719 |
| Sum | 32053 |
| Variance | 3735.5503 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1252 | |
| 112 | 15 | 1.0% |
| 96 | 6 | 0.4% |
| 192 | 5 | 0.3% |
| 144 | 5 | 0.3% |
| 120 | 5 | 0.3% |
| 216 | 5 | 0.3% |
| 156 | 4 | 0.3% |
| 116 | 4 | 0.3% |
| 252 | 4 | 0.3% |
| Other values (110) | 155 | 10.6% |
| Value | Count | Frequency (%) |
| 0 | 1252 | |
| 19 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 34 | 2 | 0.1% |
| 36 | 2 | 0.1% |
| 37 | 1 | 0.1% |
| 39 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 552 | 1 | |
| 386 | 1 | |
| 330 | 1 | |
| 318 | 1 | |
| 301 | 1 | |
| 294 | 1 | |
| 293 | 1 | |
| 291 | 1 | |
| 286 | 1 | |
| 280 | 1 |
3SsnPorch
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.409589 |
| Minimum | 0 |
|---|---|
| Maximum | 508 |
| Zeros | 1436 |
| Zeros (%) | 98.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 508 |
| Range | 508 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 29.317331 |
|---|---|
| Coefficient of variation (CV) | 8.5984939 |
| Kurtosis | 123.66238 |
| Mean | 3.409589 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.304342 |
| Sum | 4978 |
| Variance | 859.50587 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 1436 | |
| 168 | 3 | 0.2% |
| 144 | 2 | 0.1% |
| 180 | 2 | 0.1% |
| 216 | 2 | 0.1% |
| 290 | 1 | 0.1% |
| 153 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| Other values (10) | 10 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 1436 | |
| 23 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 130 | 1 | 0.1% |
| 140 | 1 | 0.1% |
| 144 | 2 | 0.1% |
| 153 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| 168 | 3 | 0.2% |
| 180 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 508 | 1 | |
| 407 | 1 | |
| 320 | 1 | |
| 304 | 1 | |
| 290 | 1 | |
| 245 | 1 | |
| 238 | 1 | |
| 216 | 2 | |
| 196 | 1 | |
| 182 | 1 |
ScreenPorch
Real number (ℝ)
| Distinct | 76 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.060959 |
| Minimum | 0 |
|---|---|
| Maximum | 480 |
| Zeros | 1344 |
| Zeros (%) | 92.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 160 |
| Maximum | 480 |
| Range | 480 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 55.757415 |
|---|---|
| Coefficient of variation (CV) | 3.7021159 |
| Kurtosis | 18.439068 |
| Mean | 15.060959 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1222137 |
| Sum | 21989 |
| Variance | 3108.8894 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1344 | |
| 192 | 6 | 0.4% |
| 120 | 5 | 0.3% |
| 224 | 5 | 0.3% |
| 189 | 4 | 0.3% |
| 180 | 4 | 0.3% |
| 147 | 3 | 0.2% |
| 90 | 3 | 0.2% |
| 160 | 3 | 0.2% |
| 144 | 3 | 0.2% |
| Other values (66) | 80 | 5.5% |
| Value | Count | Frequency (%) |
| 0 | 1344 | |
| 40 | 1 | 0.1% |
| 53 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| 63 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 90 | 3 | 0.2% |
| 95 | 1 | 0.1% |
| 99 | 1 | 0.1% |
| 100 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 480 | 1 | |
| 440 | 1 | |
| 410 | 1 | |
| 396 | 1 | |
| 385 | 1 | |
| 374 | 1 | |
| 322 | 1 | |
| 312 | 1 | |
| 291 | 1 | |
| 288 | 2 |
PoolArea
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7589041 |
| Minimum | 0 |
|---|---|
| Maximum | 738 |
| Zeros | 1453 |
| Zeros (%) | 99.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 738 |
| Range | 738 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 40.177307 |
|---|---|
| Coefficient of variation (CV) | 14.562778 |
| Kurtosis | 223.2685 |
| Mean | 2.7589041 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.828374 |
| Sum | 4028 |
| Variance | 1614.216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 1453 | |
| 512 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 738 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1453 | |
| 480 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 738 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 738 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 0 | 1453 |
PoolQC
Categorical
HIGH CORRELATION MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | 42.9% |
| Missing | 1453 |
| Missing (%) | 99.5% |
| Memory size | 11.5 KiB |
| Gd | |
|---|---|
| Ex | |
| Fa |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 14 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Fa |
| 3rd row | Gd |
| 4th row | Ex |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| Gd | 3 | 0.2% |
| Ex | 2 | 0.1% |
| Fa | 2 | 0.1% |
| (Missing) | 1453 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gd | 3 | |
| ex | 2 | |
| fa | 2 |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 3 | |
| d | 3 | |
| E | 2 | |
| x | 2 | |
| F | 2 | |
| a | 2 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 7 | |
| Lowercase Letter | 7 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 3 | |
| E | 2 | |
| F | 2 |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 3 | |
| x | 2 | |
| a | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 14 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 3 | |
| d | 3 | |
| E | 2 | |
| x | 2 | |
| F | 2 | |
| a | 2 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 3 | |
| d | 3 | |
| E | 2 | |
| x | 2 | |
| F | 2 | |
| a | 2 |
Fence
Categorical
HIGH CORRELATION MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 1179 |
| Missing (%) | 80.8% |
| Memory size | 11.5 KiB |
| MnPrv | |
|---|---|
| GdPrv | |
| GdWo | |
| MnWw | 11 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7686833 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1340 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MnPrv |
|---|---|
| 2nd row | GdWo |
| 3rd row | GdPrv |
| 4th row | MnPrv |
| 5th row | GdPrv |
Common Values
| Value | Count | Frequency (%) |
| MnPrv | 157 | 10.8% |
| GdPrv | 59 | 4.0% |
| GdWo | 54 | 3.7% |
| MnWw | 11 | 0.8% |
| (Missing) | 1179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mnprv | 157 | |
| gdprv | 59 | 21.0% |
| gdwo | 54 | 19.2% |
| mnww | 11 | 3.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 216 | |
| r | 216 | |
| v | 216 | |
| M | 168 | |
| n | 168 | |
| G | 113 | |
| d | 113 | |
| W | 65 | 4.9% |
| o | 54 | 4.0% |
| w | 11 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 778 | |
| Uppercase Letter | 562 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 216 | |
| v | 216 | |
| n | 168 | |
| d | 113 | |
| o | 54 | 6.9% |
| w | 11 | 1.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 216 | |
| M | 168 | |
| G | 113 | |
| W | 65 | 11.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1340 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 216 | |
| r | 216 | |
| v | 216 | |
| M | 168 | |
| n | 168 | |
| G | 113 | |
| d | 113 | |
| W | 65 | 4.9% |
| o | 54 | 4.0% |
| w | 11 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1340 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| P | 216 | |
| r | 216 | |
| v | 216 | |
| M | 168 | |
| n | 168 | |
| G | 113 | |
| d | 113 | |
| W | 65 | 4.9% |
| o | 54 | 4.0% |
| w | 11 | 0.8% |
MiscFeature
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| NoInfo | |
|---|---|
| Shed | 49 |
| Gar2 | 2 |
| Othr | 2 |
| TenC | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9260274 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8652 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | NoInfo |
|---|---|
| 2nd row | NoInfo |
| 3rd row | NoInfo |
| 4th row | NoInfo |
| 5th row | NoInfo |
Common Values
| Value | Count | Frequency (%) |
| NoInfo | 1406 | |
| Shed | 49 | 3.4% |
| Gar2 | 2 | 0.1% |
| Othr | 2 | 0.1% |
| TenC | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| noinfo | 1406 | |
| shed | 49 | 3.4% |
| gar2 | 2 | 0.1% |
| othr | 2 | 0.1% |
| tenc | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 2812 | |
| n | 1407 | |
| N | 1406 | |
| I | 1406 | |
| f | 1406 | |
| h | 51 | 0.6% |
| e | 50 | 0.6% |
| d | 49 | 0.6% |
| S | 49 | 0.6% |
| r | 4 | < 0.1% |
| Other values (7) | 12 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5783 | |
| Uppercase Letter | 2867 | |
| Decimal Number | 2 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 2812 | |
| n | 1407 | |
| f | 1406 | |
| h | 51 | 0.9% |
| e | 50 | 0.9% |
| d | 49 | 0.8% |
| r | 4 | 0.1% |
| a | 2 | < 0.1% |
| t | 2 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1406 | |
| I | 1406 | |
| S | 49 | 1.7% |
| G | 2 | 0.1% |
| O | 2 | 0.1% |
| T | 1 | < 0.1% |
| C | 1 | < 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8650 | |
| Common | 2 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 2812 | |
| n | 1407 | |
| N | 1406 | |
| I | 1406 | |
| f | 1406 | |
| h | 51 | 0.6% |
| e | 50 | 0.6% |
| d | 49 | 0.6% |
| S | 49 | 0.6% |
| r | 4 | < 0.1% |
| Other values (6) | 10 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 2 | 2 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8652 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 2812 | |
| n | 1407 | |
| N | 1406 | |
| I | 1406 | |
| f | 1406 | |
| h | 51 | 0.6% |
| e | 50 | 0.6% |
| d | 49 | 0.6% |
| S | 49 | 0.6% |
| r | 4 | < 0.1% |
| Other values (7) | 12 | 0.1% |
MiscVal
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.489041 |
| Minimum | 0 |
|---|---|
| Maximum | 15500 |
| Zeros | 1408 |
| Zeros (%) | 96.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15500 |
| Range | 15500 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 496.12302 |
|---|---|
| Coefficient of variation (CV) | 11.408001 |
| Kurtosis | 701.00334 |
| Mean | 43.489041 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.476794 |
| Sum | 63494 |
| Variance | 246138.06 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 1408 | |
| 400 | 11 | 0.8% |
| 500 | 8 | 0.5% |
| 700 | 5 | 0.3% |
| 450 | 4 | 0.3% |
| 600 | 4 | 0.3% |
| 2000 | 4 | 0.3% |
| 1200 | 2 | 0.1% |
| 480 | 2 | 0.1% |
| 15500 | 1 | 0.1% |
| Other values (11) | 11 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 1408 | |
| 54 | 1 | 0.1% |
| 350 | 1 | 0.1% |
| 400 | 11 | 0.8% |
| 450 | 4 | 0.3% |
| 480 | 2 | 0.1% |
| 500 | 8 | 0.5% |
| 560 | 1 | 0.1% |
| 600 | 4 | 0.3% |
| 620 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 15500 | 1 | 0.1% |
| 8300 | 1 | 0.1% |
| 3500 | 1 | 0.1% |
| 2500 | 1 | 0.1% |
| 2000 | 4 | |
| 1400 | 1 | 0.1% |
| 1300 | 1 | 0.1% |
| 1200 | 2 | |
| 1150 | 1 | 0.1% |
| 800 | 1 | 0.1% |
MoSold
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3219178 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.7036262 |
|---|---|
| Coefficient of variation (CV) | 0.42765918 |
| Kurtosis | -0.40410934 |
| Mean | 6.3219178 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.21205299 |
| Sum | 9230 |
| Variance | 7.3095947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 253 | |
| 7 | 234 | |
| 5 | 204 | |
| 4 | 141 | |
| 8 | 122 | |
| 3 | 106 | |
| 10 | 89 | 6.1% |
| 11 | 79 | 5.4% |
| 9 | 63 | 4.3% |
| 12 | 59 | 4.0% |
| Other values (2) | 110 |
| Value | Count | Frequency (%) |
| 1 | 58 | 4.0% |
| 2 | 52 | 3.6% |
| 3 | 106 | |
| 4 | 141 | |
| 5 | 204 | |
| 6 | 253 | |
| 7 | 234 | |
| 8 | 122 | |
| 9 | 63 | 4.3% |
| 10 | 89 | 6.1% |
| Value | Count | Frequency (%) |
| 12 | 59 | 4.0% |
| 11 | 79 | 5.4% |
| 10 | 89 | 6.1% |
| 9 | 63 | 4.3% |
| 8 | 122 | |
| 7 | 234 | |
| 6 | 253 | |
| 5 | 204 | |
| 4 | 141 | |
| 3 | 106 |
YrSold
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2009 | |
|---|---|
| 2007 | |
| 2006 | |
| 2008 | |
| 2010 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5840 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2008 |
|---|---|
| 2nd row | 2007 |
| 3rd row | 2008 |
| 4th row | 2006 |
| 5th row | 2008 |
Common Values
| Value | Count | Frequency (%) |
| 2009 | 338 | |
| 2007 | 329 | |
| 2006 | 314 | |
| 2008 | 304 | |
| 2010 | 175 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2009 | 338 | |
| 2007 | 329 | |
| 2006 | 314 | |
| 2008 | 304 | |
| 2010 | 175 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5840 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5840 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5840 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
SaleType
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| WD | |
|---|---|
| New | 122 |
| COD | 43 |
| ConLD | 9 |
| ConLI | 5 |
| Other values (4) | 14 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.1582192 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3151 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | WD |
|---|---|
| 2nd row | WD |
| 3rd row | WD |
| 4th row | WD |
| 5th row | WD |
Common Values
| Value | Count | Frequency (%) |
| WD | 1267 | |
| New | 122 | 8.4% |
| COD | 43 | 2.9% |
| ConLD | 9 | 0.6% |
| ConLI | 5 | 0.3% |
| ConLw | 5 | 0.3% |
| CWD | 4 | 0.3% |
| Oth | 3 | 0.2% |
| Con | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wd | 1267 | |
| new | 122 | 8.4% |
| cod | 43 | 2.9% |
| conld | 9 | 0.6% |
| conli | 5 | 0.3% |
| conlw | 5 | 0.3% |
| cwd | 4 | 0.3% |
| oth | 3 | 0.2% |
| con | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 1323 | |
| W | 1271 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2854 | |
| Lowercase Letter | 297 | 9.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 1323 | |
| W | 1271 | |
| N | 122 | 4.3% |
| C | 68 | 2.4% |
| O | 46 | 1.6% |
| L | 19 | 0.7% |
| I | 5 | 0.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| w | 127 | |
| e | 122 | |
| o | 21 | 7.1% |
| n | 21 | 7.1% |
| t | 3 | 1.0% |
| h | 3 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3151 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| D | 1323 | |
| W | 1271 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3151 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| D | 1323 | |
| W | 1271 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
SaleCondition
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Normal | |
|---|---|
| Partial | |
| Abnorml | 101 |
| Family | 20 |
| Alloca | 12 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.1575342 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8990 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Abnorml |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 1198 | |
| Partial | 125 | 8.6% |
| Abnorml | 101 | 6.9% |
| Family | 20 | 1.4% |
| Alloca | 12 | 0.8% |
| AdjLand | 4 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 1198 | |
| partial | 125 | 8.6% |
| abnorml | 101 | 6.9% |
| family | 20 | 1.4% |
| alloca | 12 | 0.8% |
| adjland | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1484 | |
| l | 1468 | |
| r | 1424 | |
| m | 1319 | |
| o | 1311 | |
| N | 1198 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7526 | |
| Uppercase Letter | 1464 | 16.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1484 | |
| l | 1468 | |
| r | 1424 | |
| m | 1319 | |
| o | 1311 | |
| i | 145 | 1.9% |
| t | 125 | 1.7% |
| n | 105 | 1.4% |
| b | 101 | 1.3% |
| y | 20 | 0.3% |
| Other values (3) | 24 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1198 | |
| P | 125 | 8.5% |
| A | 117 | 8.0% |
| F | 20 | 1.4% |
| L | 4 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8990 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1484 | |
| l | 1468 | |
| r | 1424 | |
| m | 1319 | |
| o | 1311 | |
| N | 1198 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8990 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1484 | |
| l | 1468 | |
| r | 1424 | |
| m | 1319 | |
| o | 1311 | |
| N | 1198 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
SalePrice
Real number (ℝ)
| Distinct | 663 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180921.2 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84025 |
Descriptive statistics
| Standard deviation | 79442.503 |
|---|---|
| Coefficient of variation (CV) | 0.43910003 |
| Kurtosis | 6.5362819 |
| Mean | 180921.2 |
| Median Absolute Deviation (MAD) | 38000 |
| Skewness | 1.8828758 |
| Sum | 2.6414495 × 108 |
| Variance | 6.3111113 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 190000 | 13 | 0.9% |
| 110000 | 13 | 0.9% |
| 115000 | 12 | 0.8% |
| 160000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (653) | 1323 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
| Id | MSSubClass | LotFrontage | LotArea | OverallQual | OverallCond | YearBuilt | YearRemodAdd | MasVnrArea | BsmtFinSF1 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BedroomAbvGr | TotRmsAbvGrd | GarageArea | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | MiscVal | MoSold | SalePrice | MSZoning | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinType2 | Heating | HeatingQC | CentralAir | Electrical | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | KitchenAbvGr | KitchenQual | Functional | Fireplaces | FireplaceQu | GarageType | GarageFinish | GarageCars | GarageQual | GarageCond | PavedDrive | PoolQC | Fence | MiscFeature | YrSold | SaleType | SaleCondition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Id | 1.000 | 0.017 | -0.033 | -0.005 | -0.029 | 0.004 | -0.005 | -0.012 | -0.036 | -0.013 | -0.007 | -0.010 | -0.033 | -0.001 | 0.009 | -0.028 | 0.003 | 0.042 | 0.026 | 0.007 | -0.043 | -0.003 | -0.007 | -0.037 | 0.006 | 0.056 | -0.043 | 0.019 | -0.019 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.049 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.032 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.037 | 0.144 | 0.000 | 0.027 | 0.018 | 0.000 | 0.000 |
| MSSubClass | 0.017 | 1.000 | 0.254 | 0.268 | 0.026 | 0.080 | -0.168 | -0.119 | -0.041 | -0.148 | -0.047 | -0.015 | -0.229 | -0.140 | 0.530 | 0.047 | 0.348 | 0.438 | 0.432 | 0.050 | 0.008 | 0.039 | 0.102 | -0.014 | -0.011 | 0.066 | 0.029 | 0.072 | 0.088 | 0.337 | 0.092 | 0.305 | 0.164 | 0.140 | 0.000 | 0.079 | 0.087 | 0.374 | 0.111 | 0.157 | 0.891 | 0.848 | 0.217 | 0.080 | 0.193 | 0.203 | 0.195 | 0.285 | 0.167 | 0.359 | 0.347 | 0.153 | 0.253 | 0.233 | 0.142 | 0.150 | 0.239 | 0.434 | 0.162 | 0.239 | 0.084 | 0.313 | 0.533 | 0.494 | 0.283 | 0.097 | 0.220 | 0.153 | 0.331 | 0.416 | 0.295 | 0.220 | 0.175 | 0.309 | 0.289 | 0.146 | 0.179 | 0.000 | 0.090 | 0.152 |
| LotFrontage | -0.033 | 0.254 | 1.000 | 0.650 | 0.255 | -0.083 | 0.195 | 0.117 | 0.259 | 0.154 | 0.053 | 0.119 | 0.386 | 0.428 | 0.055 | -0.030 | 0.376 | 0.328 | 0.366 | 0.378 | 0.109 | 0.178 | -0.096 | 0.064 | 0.044 | 0.085 | 0.024 | 0.026 | 0.409 | 0.193 | 0.113 | 0.145 | 0.297 | 0.121 | 1.000 | 0.165 | 0.123 | 0.245 | 0.147 | 0.077 | 0.313 | 0.044 | 0.154 | 0.305 | 0.113 | 0.129 | 0.135 | 0.138 | 0.000 | 0.115 | 0.125 | 0.000 | 0.115 | 0.059 | 0.041 | 0.046 | 0.049 | 0.052 | 0.000 | 0.155 | 0.000 | 0.135 | 0.033 | 0.019 | 0.107 | 0.000 | 0.250 | 0.000 | 0.116 | 0.159 | 0.182 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.060 |
| LotArea | -0.005 | 0.268 | 0.650 | 1.000 | 0.233 | -0.047 | 0.103 | 0.075 | 0.178 | 0.172 | 0.072 | 0.078 | 0.366 | 0.444 | 0.119 | -0.020 | 0.449 | 0.338 | 0.406 | 0.367 | 0.184 | 0.177 | -0.067 | 0.062 | 0.092 | 0.084 | 0.059 | 0.006 | 0.456 | 0.000 | 0.290 | 0.000 | 0.266 | 0.256 | 0.000 | 0.079 | 0.449 | 0.162 | 0.000 | 0.000 | 0.036 | 0.000 | 0.112 | 0.252 | 0.026 | 0.071 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.145 | 0.000 | 0.057 | 0.084 | 0.000 | 0.000 | 0.000 | 0.211 | 0.000 | 0.098 | 0.000 | 0.000 | 0.000 | 0.014 | 0.160 | 0.000 | 0.042 | 0.049 | 0.011 | 0.000 | 0.000 | 0.030 | 0.000 | 0.128 | 0.077 | 0.000 | 0.000 | 0.000 |
| OverallQual | -0.029 | 0.026 | 0.255 | 0.233 | 1.000 | -0.178 | 0.647 | 0.558 | 0.414 | 0.133 | -0.118 | 0.273 | 0.460 | 0.409 | 0.290 | -0.034 | 0.603 | 0.122 | 0.428 | 0.542 | 0.259 | 0.435 | -0.162 | 0.033 | 0.046 | 0.057 | -0.088 | 0.061 | 0.810 | 0.190 | 0.073 | 0.102 | 0.116 | 0.161 | 0.000 | 0.017 | 0.152 | 0.321 | 0.061 | 0.153 | 0.131 | 0.144 | 0.117 | 0.099 | 0.200 | 0.193 | 0.244 | 0.614 | 0.195 | 0.291 | 0.510 | 0.426 | 0.181 | 0.240 | 0.137 | 0.167 | 0.259 | 0.374 | 0.140 | 0.066 | 0.062 | 0.404 | 0.225 | 0.106 | 0.540 | 0.115 | 0.267 | 0.252 | 0.224 | 0.409 | 0.402 | 0.083 | 0.109 | 0.175 | 0.144 | 0.205 | 0.000 | 0.000 | 0.162 | 0.152 |
| OverallCond | 0.004 | 0.080 | -0.083 | -0.047 | -0.178 | 1.000 | -0.417 | -0.041 | -0.179 | -0.011 | 0.102 | -0.128 | -0.217 | -0.167 | 0.001 | 0.040 | -0.154 | -0.004 | -0.105 | -0.201 | -0.043 | -0.133 | 0.110 | 0.032 | 0.075 | -0.006 | 0.087 | -0.007 | -0.129 | 0.161 | 0.068 | 0.117 | 0.060 | 0.101 | 0.000 | 0.000 | 0.188 | 0.222 | 0.051 | 0.099 | 0.128 | 0.122 | 0.044 | 0.000 | 0.189 | 0.169 | 0.145 | 0.319 | 0.379 | 0.256 | 0.323 | 0.476 | 0.096 | 0.163 | 0.074 | 0.092 | 0.178 | 0.315 | 0.240 | 0.000 | 0.102 | 0.309 | 0.079 | 0.073 | 0.247 | 0.167 | 0.105 | 0.122 | 0.166 | 0.258 | 0.219 | 0.193 | 0.145 | 0.186 | 0.000 | 0.052 | 0.017 | 0.050 | 0.104 | 0.116 |
| YearBuilt | -0.005 | -0.168 | 0.195 | 0.103 | 0.647 | -0.417 | 1.000 | 0.684 | 0.402 | 0.190 | -0.112 | 0.139 | 0.427 | 0.293 | 0.030 | -0.146 | 0.288 | -0.035 | 0.177 | 0.528 | 0.288 | 0.393 | -0.409 | 0.022 | -0.073 | 0.009 | -0.092 | 0.019 | 0.653 | 0.295 | 0.000 | 0.313 | 0.174 | 0.160 | 0.000 | 0.105 | 0.098 | 0.480 | 0.120 | 0.162 | 0.250 | 0.291 | 0.160 | 0.071 | 0.335 | 0.326 | 0.267 | 0.435 | 0.189 | 0.502 | 0.516 | 0.180 | 0.178 | 0.329 | 0.150 | 0.171 | 0.336 | 0.438 | 0.165 | 0.144 | 0.089 | 0.351 | 0.227 | 0.214 | 0.402 | 0.085 | 0.169 | 0.284 | 0.265 | 0.461 | 0.340 | 0.247 | 0.201 | 0.345 | 0.289 | 0.080 | 0.047 | 0.000 | 0.157 | 0.198 |
| YearRemodAdd | -0.012 | -0.119 | 0.117 | 0.075 | 0.558 | -0.041 | 0.684 | 1.000 | 0.234 | 0.063 | -0.126 | 0.177 | 0.299 | 0.240 | 0.073 | -0.065 | 0.282 | -0.054 | 0.198 | 0.398 | 0.230 | 0.353 | -0.235 | 0.052 | -0.046 | 0.003 | -0.091 | 0.021 | 0.571 | 0.202 | 0.110 | 0.142 | 0.139 | 0.130 | 0.079 | 0.086 | 0.083 | 0.388 | 0.080 | 0.000 | 0.195 | 0.200 | 0.081 | 0.040 | 0.285 | 0.277 | 0.243 | 0.389 | 0.099 | 0.322 | 0.392 | 0.109 | 0.151 | 0.245 | 0.121 | 0.083 | 0.328 | 0.378 | 0.195 | 0.122 | 0.077 | 0.270 | 0.200 | 0.114 | 0.417 | 0.049 | 0.136 | 0.304 | 0.189 | 0.356 | 0.276 | 0.112 | 0.111 | 0.175 | 0.000 | 0.152 | 0.062 | 0.000 | 0.207 | 0.259 |
| MasVnrArea | -0.036 | -0.041 | 0.259 | 0.178 | 0.414 | -0.179 | 0.402 | 0.234 | 1.000 | 0.242 | -0.061 | 0.076 | 0.360 | 0.352 | 0.063 | -0.107 | 0.323 | 0.113 | 0.264 | 0.365 | 0.174 | 0.209 | -0.180 | 0.041 | 0.038 | 0.005 | -0.050 | 0.018 | 0.421 | 0.063 | 0.000 | 0.139 | 0.069 | 0.025 | 0.170 | 0.036 | 0.000 | 0.183 | 0.000 | 0.102 | 0.000 | 0.047 | 0.105 | 0.142 | 0.010 | 0.028 | 0.403 | 0.244 | 0.000 | 0.077 | 0.209 | 0.000 | 0.095 | 0.086 | 0.000 | 0.000 | 0.038 | 0.106 | 0.000 | 0.028 | 0.000 | 0.182 | 0.138 | 0.000 | 0.189 | 0.000 | 0.155 | 0.111 | 0.095 | 0.186 | 0.201 | 0.000 | 0.000 | 0.075 | 0.000 | 0.073 | 0.000 | 0.040 | 0.040 | 0.060 |
| BsmtFinSF1 | -0.013 | -0.148 | 0.154 | 0.172 | 0.133 | -0.011 | 0.190 | 0.063 | 0.242 | 1.000 | 0.050 | -0.574 | 0.410 | 0.323 | -0.191 | -0.079 | 0.057 | -0.084 | -0.050 | 0.244 | 0.179 | 0.081 | -0.148 | 0.047 | 0.072 | 0.058 | 0.005 | -0.016 | 0.302 | 0.091 | 0.019 | 0.081 | 0.206 | 0.138 | 0.000 | 0.045 | 0.083 | 0.201 | 0.107 | 0.312 | 0.000 | 0.114 | 0.096 | 0.449 | 0.138 | 0.139 | 0.144 | 0.208 | 0.000 | 0.111 | 0.241 | 0.000 | 0.234 | 0.274 | 0.069 | 0.000 | 0.059 | 0.152 | 0.045 | 0.397 | 0.028 | 0.158 | 0.012 | 0.000 | 0.209 | 0.000 | 0.298 | 0.116 | 0.123 | 0.202 | 0.176 | 0.033 | 0.005 | 0.109 | 0.500 | 0.000 | 0.000 | 0.000 | 0.073 | 0.082 |
| BsmtFinSF2 | -0.007 | -0.047 | 0.053 | 0.072 | -0.118 | 0.102 | -0.112 | -0.126 | -0.061 | 0.050 | 1.000 | -0.271 | 0.070 | 0.067 | -0.102 | 0.002 | -0.052 | 0.010 | -0.059 | -0.007 | 0.069 | -0.069 | 0.042 | -0.016 | 0.059 | 0.068 | 0.030 | -0.026 | -0.039 | 0.000 | 0.049 | 0.000 | 0.056 | 0.049 | 0.184 | 0.000 | 0.141 | 0.123 | 0.000 | 0.039 | 0.000 | 0.000 | 0.134 | 0.154 | 0.072 | 0.063 | 0.074 | 0.041 | 0.000 | 0.070 | 0.063 | 0.000 | 0.064 | 0.173 | 0.428 | 0.000 | 0.000 | 0.000 | 0.000 | 0.088 | 0.088 | 0.036 | 0.008 | 0.000 | 0.040 | 0.120 | 0.080 | 0.086 | 0.045 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.530 | 0.000 | 0.086 | 0.026 | 0.087 | 0.000 |
| BsmtUnfSF | -0.010 | -0.015 | 0.119 | 0.078 | 0.273 | -0.128 | 0.139 | 0.177 | 0.076 | -0.574 | -0.271 | 1.000 | 0.329 | 0.224 | 0.060 | 0.020 | 0.253 | 0.158 | 0.261 | 0.109 | -0.035 | 0.156 | 0.044 | 0.013 | -0.012 | -0.037 | -0.044 | 0.037 | 0.185 | 0.072 | 0.000 | 0.122 | 0.039 | 0.064 | 0.000 | 0.012 | 0.053 | 0.191 | 0.016 | 0.062 | 0.122 | 0.150 | 0.091 | 0.000 | 0.094 | 0.102 | 0.143 | 0.251 | 0.026 | 0.170 | 0.185 | 0.055 | 0.127 | 0.287 | 0.149 | 0.000 | 0.098 | 0.060 | 0.019 | 0.265 | 0.054 | 0.187 | 0.122 | 0.062 | 0.193 | 0.054 | 0.087 | 0.159 | 0.097 | 0.156 | 0.179 | 0.081 | 0.039 | 0.095 | 0.433 | 0.000 | 0.000 | 0.043 | 0.092 | 0.131 |
| TotalBsmtSF | -0.033 | -0.229 | 0.386 | 0.366 | 0.460 | -0.217 | 0.427 | 0.299 | 0.360 | 0.410 | 0.070 | 0.329 | 1.000 | 0.829 | -0.286 | -0.081 | 0.371 | 0.059 | 0.234 | 0.487 | 0.231 | 0.270 | -0.172 | 0.049 | 0.089 | 0.047 | -0.061 | 0.030 | 0.603 | 0.119 | 0.000 | 0.061 | 0.200 | 0.106 | 0.000 | 0.029 | 0.000 | 0.237 | 0.083 | 0.144 | 0.120 | 0.164 | 0.123 | 0.424 | 0.134 | 0.144 | 0.198 | 0.319 | 0.038 | 0.233 | 0.293 | 0.035 | 0.188 | 0.246 | 0.216 | 0.073 | 0.140 | 0.223 | 0.063 | 0.204 | 0.000 | 0.236 | 0.097 | 0.070 | 0.296 | 0.000 | 0.320 | 0.145 | 0.162 | 0.280 | 0.260 | 0.017 | 0.000 | 0.124 | 0.000 | 0.000 | 0.000 | 0.000 | 0.108 | 0.131 |
| 1stFlrSF | -0.001 | -0.140 | 0.428 | 0.444 | 0.409 | -0.167 | 0.293 | 0.240 | 0.352 | 0.323 | 0.067 | 0.224 | 0.829 | 1.000 | -0.276 | -0.039 | 0.494 | 0.141 | 0.362 | 0.490 | 0.219 | 0.235 | -0.129 | 0.060 | 0.108 | 0.071 | -0.033 | 0.054 | 0.575 | 0.160 | 0.000 | 0.126 | 0.207 | 0.096 | 0.000 | 0.057 | 0.000 | 0.241 | 0.086 | 0.191 | 0.184 | 0.160 | 0.150 | 0.394 | 0.182 | 0.155 | 0.201 | 0.271 | 0.000 | 0.088 | 0.264 | 0.000 | 0.176 | 0.096 | 0.000 | 0.000 | 0.094 | 0.144 | 0.020 | 0.191 | 0.000 | 0.258 | 0.121 | 0.041 | 0.251 | 0.034 | 0.341 | 0.113 | 0.156 | 0.241 | 0.238 | 0.029 | 0.000 | 0.104 | 0.000 | 0.044 | 0.000 | 0.008 | 0.088 | 0.123 |
| 2ndFlrSF | 0.009 | 0.530 | 0.055 | 0.119 | 0.290 | 0.001 | 0.030 | 0.073 | 0.063 | -0.191 | -0.102 | 0.060 | -0.286 | -0.276 | 1.000 | 0.058 | 0.643 | 0.510 | 0.587 | 0.098 | 0.071 | 0.225 | 0.046 | -0.023 | 0.012 | 0.061 | -0.005 | 0.043 | 0.294 | 0.159 | 0.000 | 0.151 | 0.148 | 0.058 | 0.000 | 0.052 | 0.000 | 0.250 | 0.052 | 0.110 | 0.125 | 0.435 | 0.120 | 0.106 | 0.101 | 0.132 | 0.094 | 0.209 | 0.032 | 0.157 | 0.206 | 0.055 | 0.153 | 0.120 | 0.017 | 0.043 | 0.112 | 0.036 | 0.000 | 0.125 | 0.000 | 0.407 | 0.449 | 0.000 | 0.183 | 0.000 | 0.165 | 0.115 | 0.230 | 0.225 | 0.228 | 0.091 | 0.000 | 0.112 | 0.000 | 0.148 | 0.080 | 0.054 | 0.000 | 0.041 |
| LowQualFinSF | -0.028 | 0.047 | -0.030 | -0.020 | -0.034 | 0.040 | -0.146 | -0.065 | -0.107 | -0.079 | 0.002 | 0.020 | -0.081 | -0.039 | 0.058 | 1.000 | 0.064 | 0.021 | 0.042 | -0.048 | -0.042 | 0.010 | 0.048 | 0.022 | -0.019 | 0.066 | 0.029 | -0.004 | -0.068 | 0.145 | 0.000 | 0.216 | 0.000 | 0.073 | 0.000 | 0.000 | 0.053 | 0.112 | 0.000 | 0.084 | 0.076 | 0.263 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.090 | 0.087 | 0.027 | 0.057 | 0.096 | 0.000 | 0.059 | 0.000 | 0.308 | 0.059 | 0.126 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.073 | 0.000 | 0.000 | 0.080 | 0.051 | 0.087 | 0.195 | 0.104 | 0.092 | 0.316 | 0.085 | 0.243 | 0.021 | 0.000 | 0.000 |
| GrLivArea | 0.003 | 0.348 | 0.376 | 0.449 | 0.603 | -0.154 | 0.288 | 0.282 | 0.323 | 0.057 | -0.052 | 0.253 | 0.371 | 0.494 | 0.643 | 0.064 | 1.000 | 0.543 | 0.828 | 0.468 | 0.227 | 0.398 | -0.049 | 0.034 | 0.086 | 0.068 | -0.049 | 0.081 | 0.731 | 0.106 | 0.000 | 0.000 | 0.222 | 0.100 | 0.000 | 0.046 | 0.036 | 0.209 | 0.087 | 0.271 | 0.049 | 0.258 | 0.062 | 0.406 | 0.111 | 0.123 | 0.134 | 0.286 | 0.053 | 0.152 | 0.249 | 0.000 | 0.120 | 0.096 | 0.000 | 0.052 | 0.143 | 0.158 | 0.000 | 0.136 | 0.000 | 0.468 | 0.300 | 0.000 | 0.266 | 0.000 | 0.376 | 0.182 | 0.200 | 0.259 | 0.287 | 0.208 | 0.056 | 0.094 | 0.000 | 0.082 | 0.042 | 0.042 | 0.035 | 0.084 |
| BedroomAbvGr | 0.042 | 0.438 | 0.328 | 0.338 | 0.122 | -0.004 | -0.035 | -0.054 | 0.113 | -0.084 | 0.010 | 0.158 | 0.059 | 0.141 | 0.510 | 0.021 | 0.543 | 1.000 | 0.668 | 0.112 | 0.056 | 0.100 | 0.002 | -0.019 | 0.034 | 0.072 | 0.013 | 0.051 | 0.235 | 0.165 | 0.000 | 0.132 | 0.033 | 0.110 | 0.000 | 0.000 | 0.100 | 0.206 | 0.060 | 0.000 | 0.302 | 0.242 | 0.140 | 0.101 | 0.082 | 0.067 | 0.038 | 0.171 | 0.000 | 0.086 | 0.090 | 0.101 | 0.101 | 0.103 | 0.034 | 0.061 | 0.021 | 0.160 | 0.066 | 0.255 | 0.030 | 0.448 | 0.250 | 0.233 | 0.131 | 0.025 | 0.107 | 0.077 | 0.150 | 0.110 | 0.134 | 0.054 | 0.027 | 0.098 | 0.408 | 0.100 | 0.092 | 0.021 | 0.057 | 0.105 |
| TotRmsAbvGrd | 0.026 | 0.432 | 0.366 | 0.406 | 0.428 | -0.105 | 0.177 | 0.198 | 0.264 | -0.050 | -0.059 | 0.261 | 0.234 | 0.362 | 0.587 | 0.042 | 0.828 | 0.668 | 1.000 | 0.331 | 0.165 | 0.285 | -0.029 | -0.003 | 0.032 | 0.059 | -0.021 | 0.040 | 0.533 | 0.175 | 0.000 | 0.130 | 0.090 | 0.073 | 0.000 | 0.000 | 0.061 | 0.204 | 0.077 | 0.127 | 0.198 | 0.266 | 0.122 | 0.130 | 0.098 | 0.099 | 0.124 | 0.274 | 0.000 | 0.118 | 0.189 | 0.079 | 0.102 | 0.093 | 0.039 | 0.036 | 0.099 | 0.112 | 0.064 | 0.063 | 0.000 | 0.389 | 0.270 | 0.174 | 0.238 | 0.000 | 0.223 | 0.122 | 0.174 | 0.212 | 0.242 | 0.083 | 0.000 | 0.095 | 0.000 | 0.077 | 0.171 | 0.000 | 0.047 | 0.086 |
| GarageArea | 0.007 | 0.050 | 0.378 | 0.367 | 0.542 | -0.201 | 0.528 | 0.398 | 0.365 | 0.244 | -0.007 | 0.109 | 0.487 | 0.490 | 0.098 | -0.048 | 0.468 | 0.112 | 0.331 | 1.000 | 0.248 | 0.338 | -0.178 | 0.036 | 0.029 | 0.042 | -0.036 | 0.033 | 0.649 | 0.189 | 0.260 | 0.077 | 0.156 | 0.109 | 0.000 | 0.042 | 0.040 | 0.259 | 0.065 | 0.154 | 0.141 | 0.122 | 0.077 | 0.211 | 0.142 | 0.139 | 0.210 | 0.344 | 0.114 | 0.189 | 0.335 | 0.082 | 0.172 | 0.147 | 0.011 | 0.067 | 0.141 | 0.276 | 0.103 | 0.137 | 0.025 | 0.279 | 0.160 | 0.092 | 0.334 | 0.000 | 0.228 | 0.163 | 0.444 | 0.291 | 0.759 | 0.119 | 0.092 | 0.271 | 0.577 | 0.130 | 0.000 | 0.000 | 0.132 | 0.156 |
| WoodDeckSF | -0.043 | 0.008 | 0.109 | 0.184 | 0.259 | -0.043 | 0.288 | 0.230 | 0.174 | 0.179 | 0.069 | -0.035 | 0.231 | 0.219 | 0.071 | -0.042 | 0.227 | 0.056 | 0.165 | 0.248 | 1.000 | 0.124 | -0.158 | -0.028 | -0.090 | 0.050 | 0.017 | 0.038 | 0.354 | 0.069 | 0.222 | 0.077 | 0.101 | 0.114 | 0.000 | 0.049 | 0.138 | 0.194 | 0.058 | 0.000 | 0.096 | 0.052 | 0.055 | 0.166 | 0.102 | 0.100 | 0.112 | 0.175 | 0.044 | 0.138 | 0.201 | 0.000 | 0.191 | 0.114 | 0.062 | 0.000 | 0.121 | 0.152 | 0.040 | 0.190 | 0.000 | 0.248 | 0.082 | 0.000 | 0.186 | 0.076 | 0.146 | 0.066 | 0.124 | 0.224 | 0.148 | 0.053 | 0.061 | 0.074 | 0.354 | 0.089 | 0.035 | 0.031 | 0.000 | 0.026 |
| OpenPorchSF | -0.003 | 0.039 | 0.178 | 0.177 | 0.435 | -0.133 | 0.393 | 0.353 | 0.209 | 0.081 | -0.069 | 0.156 | 0.270 | 0.235 | 0.225 | 0.010 | 0.398 | 0.100 | 0.285 | 0.338 | 0.124 | 1.000 | -0.169 | 0.017 | 0.007 | 0.037 | -0.035 | 0.066 | 0.478 | 0.146 | 0.035 | 0.084 | 0.073 | 0.000 | 0.044 | 0.000 | 0.000 | 0.120 | 0.061 | 0.280 | 0.000 | 0.127 | 0.011 | 0.109 | 0.078 | 0.081 | 0.096 | 0.179 | 0.160 | 0.124 | 0.156 | 0.000 | 0.041 | 0.072 | 0.023 | 0.075 | 0.104 | 0.101 | 0.000 | 0.079 | 0.000 | 0.166 | 0.149 | 0.000 | 0.159 | 0.084 | 0.122 | 0.000 | 0.089 | 0.175 | 0.129 | 0.105 | 0.000 | 0.034 | 0.000 | 0.181 | 0.000 | 0.000 | 0.053 | 0.073 |
| EnclosedPorch | -0.007 | 0.102 | -0.096 | -0.067 | -0.162 | 0.110 | -0.409 | -0.235 | -0.180 | -0.148 | 0.042 | 0.044 | -0.172 | -0.129 | 0.046 | 0.048 | -0.049 | 0.002 | -0.029 | -0.178 | -0.158 | -0.169 | 1.000 | -0.039 | -0.081 | 0.004 | 0.039 | -0.029 | -0.218 | 0.147 | 0.000 | 0.208 | 0.058 | 0.028 | 0.000 | 0.058 | 0.000 | 0.144 | 0.046 | 0.047 | 0.035 | 0.103 | 0.172 | 0.000 | 0.194 | 0.188 | 0.080 | 0.088 | 0.035 | 0.248 | 0.160 | 0.107 | 0.054 | 0.084 | 0.065 | 0.114 | 0.127 | 0.229 | 0.054 | 0.030 | 0.049 | 0.107 | 0.078 | 0.036 | 0.093 | 0.039 | 0.043 | 0.101 | 0.089 | 0.140 | 0.247 | 0.114 | 0.123 | 0.194 | 0.316 | 0.000 | 0.000 | 0.024 | 0.033 | 0.058 |
| 3SsnPorch | -0.037 | -0.014 | 0.064 | 0.062 | 0.033 | 0.032 | 0.022 | 0.052 | 0.041 | 0.047 | -0.016 | 0.013 | 0.049 | 0.060 | -0.023 | 0.022 | 0.034 | -0.019 | -0.003 | 0.036 | -0.028 | 0.017 | -0.039 | 1.000 | -0.038 | -0.009 | 0.005 | 0.037 | 0.065 | 0.000 | 0.000 | 0.000 | 0.016 | 0.073 | 0.000 | 0.048 | 0.064 | 0.000 | 0.134 | 0.000 | 0.000 | 0.000 | 0.004 | 0.174 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.250 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.053 | 0.000 | 0.064 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| ScreenPorch | 0.006 | -0.011 | 0.044 | 0.092 | 0.046 | 0.075 | -0.073 | -0.046 | 0.038 | 0.072 | 0.059 | -0.012 | 0.089 | 0.108 | 0.012 | -0.019 | 0.086 | 0.034 | 0.032 | 0.029 | -0.090 | 0.007 | -0.081 | -0.038 | 1.000 | 0.019 | 0.015 | 0.024 | 0.100 | 0.000 | 0.075 | 0.047 | 0.038 | 0.000 | 0.214 | 0.029 | 0.073 | 0.045 | 0.010 | 0.000 | 0.000 | 0.071 | 0.066 | 0.089 | 0.039 | 0.074 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.045 | 0.036 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.046 | 0.046 | 0.000 | 0.025 | 0.050 | 0.124 | 0.000 | 0.018 | 0.017 | 0.000 | 0.166 | 0.000 | 0.000 | 0.316 | 0.000 | 0.349 | 0.000 | 0.000 | 0.000 |
| PoolArea | 0.056 | 0.066 | 0.085 | 0.084 | 0.057 | -0.006 | 0.009 | 0.003 | 0.005 | 0.058 | 0.068 | -0.037 | 0.047 | 0.071 | 0.061 | 0.066 | 0.068 | 0.072 | 0.059 | 0.042 | 0.050 | 0.037 | 0.004 | -0.009 | 0.019 | 1.000 | 0.042 | -0.023 | 0.058 | 0.000 | 0.000 | 0.000 | 0.121 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.037 | 0.129 | 0.378 | 0.127 | 0.147 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.073 | 0.000 | 0.058 | 0.000 | 0.000 | 0.099 | 0.000 | 0.106 | 0.000 | 0.000 | 0.014 | 0.000 | 0.186 | 0.108 | 0.000 | 0.000 | 0.000 | 0.122 | 0.158 | 0.000 | 0.000 | 0.022 | 0.284 | 0.000 | 0.000 | 0.141 |
| MiscVal | -0.043 | 0.029 | 0.024 | 0.059 | -0.088 | 0.087 | -0.092 | -0.091 | -0.050 | 0.005 | 0.030 | -0.044 | -0.061 | -0.033 | -0.005 | 0.029 | -0.049 | 0.013 | -0.021 | -0.036 | 0.017 | -0.035 | 0.039 | 0.005 | 0.015 | 0.042 | 1.000 | 0.011 | -0.063 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.496 | 0.100 | 0.000 | 0.351 | 0.000 | 0.000 | 0.000 | 0.028 | 0.149 | 0.092 | 0.125 | 0.000 | 0.000 | 0.032 | 0.074 | 0.091 | 0.000 | 0.056 | 0.086 | 0.000 | 0.000 | 0.000 | 0.000 | 0.198 | 0.085 | 0.079 | 0.117 | 0.051 | 0.026 | 0.084 | 0.021 | 0.032 | 0.000 | 0.000 | 0.089 | 0.316 | 0.000 | 0.663 | 0.021 | 0.000 | 0.000 |
| MoSold | 0.019 | 0.072 | 0.026 | 0.006 | 0.061 | -0.007 | 0.019 | 0.021 | 0.018 | -0.016 | -0.026 | 0.037 | 0.030 | 0.054 | 0.043 | -0.004 | 0.081 | 0.051 | 0.040 | 0.033 | 0.038 | 0.066 | -0.029 | 0.037 | 0.024 | -0.023 | 0.011 | 1.000 | 0.069 | 0.023 | 0.057 | 0.023 | 0.000 | 0.079 | 0.047 | 0.032 | 0.045 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.025 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.012 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.055 | 0.020 | 0.031 | 0.030 | 0.000 | 0.020 | 0.016 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.089 | 0.000 | 0.155 | 0.031 | 0.052 |
| SalePrice | -0.019 | 0.088 | 0.409 | 0.456 | 0.810 | -0.129 | 0.653 | 0.571 | 0.421 | 0.302 | -0.039 | 0.185 | 0.603 | 0.575 | 0.294 | -0.068 | 0.731 | 0.235 | 0.533 | 0.649 | 0.354 | 0.478 | -0.218 | 0.065 | 0.100 | 0.058 | -0.063 | 0.069 | 1.000 | 0.206 | 0.000 | 0.103 | 0.197 | 0.096 | 0.000 | 0.087 | 0.046 | 0.319 | 0.065 | 0.000 | 0.088 | 0.129 | 0.113 | 0.121 | 0.164 | 0.175 | 0.220 | 0.476 | 0.105 | 0.258 | 0.455 | 0.123 | 0.206 | 0.212 | 0.108 | 0.081 | 0.238 | 0.418 | 0.116 | 0.140 | 0.049 | 0.416 | 0.208 | 0.046 | 0.462 | 0.039 | 0.289 | 0.203 | 0.249 | 0.413 | 0.416 | 0.175 | 0.105 | 0.222 | 0.500 | 0.120 | 0.000 | 0.000 | 0.128 | 0.168 |
| MSZoning | 0.000 | 0.337 | 0.193 | 0.000 | 0.190 | 0.161 | 0.295 | 0.202 | 0.063 | 0.091 | 0.000 | 0.072 | 0.119 | 0.160 | 0.159 | 0.145 | 0.106 | 0.165 | 0.175 | 0.189 | 0.069 | 0.146 | 0.147 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.206 | 1.000 | 0.249 | 0.389 | 0.152 | 0.102 | 0.000 | 0.064 | 0.072 | 0.641 | 0.071 | 0.059 | 0.189 | 0.184 | 0.073 | 0.000 | 0.178 | 0.186 | 0.102 | 0.239 | 0.079 | 0.224 | 0.191 | 0.093 | 0.075 | 0.134 | 0.038 | 0.055 | 0.117 | 0.297 | 0.100 | 0.071 | 0.020 | 0.175 | 0.140 | 0.091 | 0.174 | 0.000 | 0.136 | 0.053 | 0.211 | 0.225 | 0.144 | 0.107 | 0.074 | 0.218 | 1.000 | 0.000 | 0.000 | 0.000 | 0.151 | 0.136 |
| Street | 0.000 | 0.092 | 0.113 | 0.290 | 0.073 | 0.068 | 0.000 | 0.110 | 0.000 | 0.019 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.260 | 0.222 | 0.035 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.057 | 0.000 | 0.249 | 1.000 | 0.000 | 0.034 | 0.114 | 0.000 | 0.000 | 0.176 | 0.199 | 0.165 | 0.000 | 0.112 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.321 | 0.000 | 0.044 | 0.000 | 0.000 | 0.090 | 0.000 | 0.105 | 0.000 | 0.018 | 0.040 | 0.000 | 0.091 | 0.000 | 0.022 | 0.000 | 0.000 | 0.062 | 0.000 | 0.059 | 0.000 | 0.223 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.158 | 0.035 | 0.111 | 0.099 |
| Alley | 0.000 | 0.305 | 0.145 | 0.000 | 0.102 | 0.117 | 0.313 | 0.142 | 0.139 | 0.081 | 0.000 | 0.122 | 0.061 | 0.126 | 0.151 | 0.216 | 0.000 | 0.132 | 0.130 | 0.077 | 0.077 | 0.084 | 0.208 | 0.000 | 0.047 | 0.000 | 0.000 | 0.023 | 0.103 | 0.389 | 0.000 | 1.000 | 0.080 | 0.071 | 0.000 | 0.035 | 0.000 | 0.429 | 0.126 | 0.000 | 0.154 | 0.142 | 0.108 | 0.000 | 0.207 | 0.201 | 0.094 | 0.109 | 0.043 | 0.222 | 0.133 | 0.078 | 0.085 | 0.112 | 0.000 | 0.123 | 0.087 | 0.201 | 0.128 | 0.063 | 0.000 | 0.069 | 0.044 | 0.000 | 0.094 | 0.034 | 0.074 | 0.011 | 0.198 | 0.144 | 0.084 | 0.126 | 0.145 | 0.179 | 1.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.065 |
| LotShape | 0.013 | 0.164 | 0.297 | 0.266 | 0.116 | 0.060 | 0.174 | 0.139 | 0.069 | 0.206 | 0.056 | 0.039 | 0.200 | 0.207 | 0.148 | 0.000 | 0.222 | 0.033 | 0.090 | 0.156 | 0.101 | 0.073 | 0.058 | 0.016 | 0.038 | 0.121 | 0.000 | 0.000 | 0.197 | 0.152 | 0.034 | 0.080 | 1.000 | 0.127 | 0.000 | 0.221 | 0.119 | 0.244 | 0.105 | 0.000 | 0.084 | 0.073 | 0.035 | 0.186 | 0.082 | 0.093 | 0.064 | 0.112 | 0.000 | 0.117 | 0.136 | 0.045 | 0.101 | 0.064 | 0.065 | 0.025 | 0.053 | 0.108 | 0.110 | 0.094 | 0.045 | 0.102 | 0.084 | 0.037 | 0.092 | 0.000 | 0.141 | 0.000 | 0.143 | 0.169 | 0.120 | 0.065 | 0.031 | 0.075 | 0.000 | 0.116 | 0.000 | 0.000 | 0.000 | 0.002 |
| LandContour | 0.000 | 0.140 | 0.121 | 0.256 | 0.161 | 0.101 | 0.160 | 0.130 | 0.025 | 0.138 | 0.049 | 0.064 | 0.106 | 0.096 | 0.058 | 0.073 | 0.100 | 0.110 | 0.073 | 0.109 | 0.114 | 0.000 | 0.028 | 0.073 | 0.000 | 0.000 | 0.000 | 0.079 | 0.096 | 0.102 | 0.114 | 0.071 | 0.127 | 1.000 | 0.000 | 0.060 | 0.457 | 0.360 | 0.000 | 0.059 | 0.069 | 0.126 | 0.141 | 0.181 | 0.116 | 0.121 | 0.086 | 0.134 | 0.000 | 0.100 | 0.094 | 0.063 | 0.197 | 0.087 | 0.000 | 0.000 | 0.054 | 0.128 | 0.045 | 0.105 | 0.027 | 0.111 | 0.003 | 0.000 | 0.097 | 0.000 | 0.066 | 0.076 | 0.116 | 0.123 | 0.090 | 0.000 | 0.000 | 0.116 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.107 |
| Utilities | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.079 | 0.170 | 0.000 | 0.184 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.214 | 0.000 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.085 | 0.000 | 0.096 | 0.000 | 0.000 | 0.000 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 0.027 | 0.000 | 0.081 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.219 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.131 | 0.076 |
| LotConfig | 0.000 | 0.079 | 0.165 | 0.079 | 0.017 | 0.000 | 0.105 | 0.086 | 0.036 | 0.045 | 0.000 | 0.012 | 0.029 | 0.057 | 0.052 | 0.000 | 0.046 | 0.000 | 0.000 | 0.042 | 0.049 | 0.000 | 0.058 | 0.048 | 0.029 | 0.039 | 0.000 | 0.032 | 0.087 | 0.064 | 0.000 | 0.035 | 0.221 | 0.060 | 0.085 | 1.000 | 0.079 | 0.137 | 0.148 | 0.092 | 0.069 | 0.000 | 0.075 | 0.077 | 0.052 | 0.076 | 0.000 | 0.014 | 0.000 | 0.043 | 0.086 | 0.029 | 0.068 | 0.053 | 0.000 | 0.000 | 0.010 | 0.063 | 0.000 | 0.000 | 0.034 | 0.041 | 0.000 | 0.041 | 0.000 | 0.000 | 0.049 | 0.041 | 0.057 | 0.036 | 0.044 | 0.006 | 0.050 | 0.029 | 0.408 | 0.000 | 0.000 | 0.031 | 0.000 | 0.034 |
| LandSlope | 0.024 | 0.087 | 0.123 | 0.449 | 0.152 | 0.188 | 0.098 | 0.083 | 0.000 | 0.083 | 0.141 | 0.053 | 0.000 | 0.000 | 0.000 | 0.053 | 0.036 | 0.100 | 0.061 | 0.040 | 0.138 | 0.000 | 0.000 | 0.064 | 0.073 | 0.000 | 0.000 | 0.045 | 0.046 | 0.072 | 0.176 | 0.000 | 0.119 | 0.457 | 0.000 | 0.079 | 1.000 | 0.315 | 0.000 | 0.000 | 0.026 | 0.000 | 0.256 | 0.313 | 0.134 | 0.116 | 0.042 | 0.094 | 0.000 | 0.050 | 0.000 | 0.135 | 0.223 | 0.042 | 0.076 | 0.000 | 0.050 | 0.000 | 0.000 | 0.200 | 0.045 | 0.124 | 0.041 | 0.000 | 0.045 | 0.075 | 0.154 | 0.000 | 0.109 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 |
| Neighborhood | 0.000 | 0.374 | 0.245 | 0.162 | 0.321 | 0.222 | 0.480 | 0.388 | 0.183 | 0.201 | 0.123 | 0.191 | 0.237 | 0.241 | 0.250 | 0.112 | 0.209 | 0.206 | 0.204 | 0.259 | 0.194 | 0.120 | 0.144 | 0.000 | 0.045 | 0.000 | 0.000 | 0.052 | 0.319 | 0.641 | 0.199 | 0.429 | 0.244 | 0.360 | 0.096 | 0.137 | 0.315 | 1.000 | 0.185 | 0.010 | 0.419 | 0.294 | 0.186 | 0.095 | 0.288 | 0.317 | 0.330 | 0.485 | 0.153 | 0.417 | 0.535 | 0.121 | 0.270 | 0.290 | 0.154 | 0.054 | 0.296 | 0.382 | 0.166 | 0.189 | 0.145 | 0.369 | 0.300 | 0.102 | 0.444 | 0.083 | 0.305 | 0.305 | 0.299 | 0.474 | 0.391 | 0.170 | 0.129 | 0.309 | 0.707 | 0.123 | 0.000 | 0.000 | 0.169 | 0.219 |
| Condition1 | 0.000 | 0.111 | 0.147 | 0.000 | 0.061 | 0.051 | 0.120 | 0.080 | 0.000 | 0.107 | 0.000 | 0.016 | 0.083 | 0.086 | 0.052 | 0.000 | 0.087 | 0.060 | 0.077 | 0.065 | 0.058 | 0.061 | 0.046 | 0.134 | 0.010 | 0.037 | 0.000 | 0.000 | 0.065 | 0.071 | 0.165 | 0.126 | 0.105 | 0.000 | 0.000 | 0.148 | 0.000 | 0.185 | 1.000 | 0.210 | 0.076 | 0.085 | 0.081 | 0.077 | 0.072 | 0.079 | 0.023 | 0.125 | 0.019 | 0.080 | 0.151 | 0.038 | 0.070 | 0.046 | 0.024 | 0.000 | 0.157 | 0.040 | 0.015 | 0.000 | 0.000 | 0.062 | 0.087 | 0.067 | 0.083 | 0.000 | 0.048 | 0.000 | 0.089 | 0.140 | 0.062 | 0.000 | 0.000 | 0.103 | 0.000 | 0.000 | 0.075 | 0.000 | 0.034 | 0.000 |
| Condition2 | 0.000 | 0.157 | 0.077 | 0.000 | 0.153 | 0.099 | 0.162 | 0.000 | 0.102 | 0.312 | 0.039 | 0.062 | 0.144 | 0.191 | 0.110 | 0.084 | 0.271 | 0.000 | 0.127 | 0.154 | 0.000 | 0.280 | 0.047 | 0.000 | 0.000 | 0.000 | 0.496 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.092 | 0.000 | 0.010 | 0.210 | 1.000 | 0.144 | 0.122 | 0.311 | 0.000 | 0.023 | 0.000 | 0.000 | 0.137 | 0.284 | 0.035 | 0.109 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.068 | 0.000 | 0.000 | 0.000 | 0.106 | 0.199 | 0.122 | 0.090 | 0.000 | 0.000 | 0.000 | 0.095 | 0.022 | 0.000 | 0.162 | 0.000 | 0.058 | 1.000 | 0.000 | 0.348 | 0.000 | 0.000 | 0.000 |
| BldgType | 0.000 | 0.891 | 0.313 | 0.036 | 0.131 | 0.128 | 0.250 | 0.195 | 0.000 | 0.000 | 0.000 | 0.122 | 0.120 | 0.184 | 0.125 | 0.076 | 0.049 | 0.302 | 0.198 | 0.141 | 0.096 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.100 | 0.000 | 0.088 | 0.189 | 0.112 | 0.154 | 0.084 | 0.069 | 0.000 | 0.069 | 0.026 | 0.419 | 0.076 | 0.144 | 1.000 | 0.156 | 0.048 | 0.027 | 0.163 | 0.187 | 0.074 | 0.176 | 0.110 | 0.188 | 0.163 | 0.041 | 0.075 | 0.179 | 0.149 | 0.107 | 0.112 | 0.289 | 0.077 | 0.160 | 0.065 | 0.105 | 0.229 | 0.488 | 0.149 | 0.055 | 0.125 | 0.000 | 0.177 | 0.185 | 0.154 | 0.069 | 0.020 | 0.147 | 1.000 | 0.000 | 0.066 | 0.000 | 0.098 | 0.153 |
| HouseStyle | 0.019 | 0.848 | 0.044 | 0.000 | 0.144 | 0.122 | 0.291 | 0.200 | 0.047 | 0.114 | 0.000 | 0.150 | 0.164 | 0.160 | 0.435 | 0.263 | 0.258 | 0.242 | 0.266 | 0.122 | 0.052 | 0.127 | 0.103 | 0.000 | 0.071 | 0.037 | 0.000 | 0.000 | 0.129 | 0.184 | 0.019 | 0.142 | 0.073 | 0.126 | 0.100 | 0.000 | 0.000 | 0.294 | 0.085 | 0.122 | 0.156 | 1.000 | 0.102 | 0.047 | 0.160 | 0.167 | 0.139 | 0.176 | 0.103 | 0.216 | 0.212 | 0.084 | 0.230 | 0.147 | 0.056 | 0.141 | 0.168 | 0.233 | 0.107 | 0.165 | 0.099 | 0.236 | 0.461 | 0.150 | 0.147 | 0.034 | 0.099 | 0.118 | 0.201 | 0.240 | 0.164 | 0.163 | 0.140 | 0.163 | 0.395 | 0.142 | 0.000 | 0.000 | 0.055 | 0.086 |
| RoofStyle | 0.049 | 0.217 | 0.154 | 0.112 | 0.117 | 0.044 | 0.160 | 0.081 | 0.105 | 0.096 | 0.134 | 0.091 | 0.123 | 0.150 | 0.120 | 0.000 | 0.062 | 0.140 | 0.122 | 0.077 | 0.055 | 0.011 | 0.172 | 0.004 | 0.066 | 0.129 | 0.351 | 0.000 | 0.113 | 0.073 | 0.000 | 0.108 | 0.035 | 0.141 | 0.000 | 0.075 | 0.256 | 0.186 | 0.081 | 0.311 | 0.048 | 0.102 | 1.000 | 0.458 | 0.138 | 0.160 | 0.109 | 0.146 | 0.092 | 0.092 | 0.167 | 0.055 | 0.138 | 0.051 | 0.070 | 0.000 | 0.000 | 0.055 | 0.000 | 0.125 | 0.127 | 0.139 | 0.210 | 0.160 | 0.111 | 0.126 | 0.080 | 0.067 | 0.068 | 0.110 | 0.133 | 0.000 | 0.049 | 0.117 | 0.000 | 0.000 | 0.246 | 0.000 | 0.000 | 0.088 |
| RoofMatl | 0.000 | 0.080 | 0.305 | 0.252 | 0.099 | 0.000 | 0.071 | 0.040 | 0.142 | 0.449 | 0.154 | 0.000 | 0.424 | 0.394 | 0.106 | 0.049 | 0.406 | 0.101 | 0.130 | 0.211 | 0.166 | 0.109 | 0.000 | 0.174 | 0.089 | 0.378 | 0.000 | 0.000 | 0.121 | 0.000 | 0.000 | 0.000 | 0.186 | 0.181 | 0.000 | 0.077 | 0.313 | 0.095 | 0.077 | 0.000 | 0.027 | 0.047 | 0.458 | 1.000 | 0.186 | 0.116 | 0.028 | 0.066 | 0.000 | 0.000 | 0.039 | 0.047 | 0.149 | 0.037 | 0.099 | 0.000 | 0.000 | 0.000 | 0.000 | 0.166 | 0.139 | 0.106 | 0.018 | 0.175 | 0.038 | 0.153 | 0.270 | 0.034 | 0.000 | 0.013 | 0.000 | 0.101 | 0.070 | 0.000 | 0.000 | 0.042 | 0.000 | 0.000 | 0.000 | 0.057 |
| Exterior1st | 0.000 | 0.193 | 0.113 | 0.026 | 0.200 | 0.189 | 0.335 | 0.285 | 0.010 | 0.138 | 0.072 | 0.094 | 0.134 | 0.182 | 0.101 | 0.000 | 0.111 | 0.082 | 0.098 | 0.142 | 0.102 | 0.078 | 0.194 | 0.000 | 0.039 | 0.127 | 0.000 | 0.000 | 0.164 | 0.178 | 0.000 | 0.207 | 0.082 | 0.116 | 0.000 | 0.052 | 0.134 | 0.288 | 0.072 | 0.023 | 0.163 | 0.160 | 0.138 | 0.186 | 1.000 | 0.759 | 0.194 | 0.351 | 0.095 | 0.315 | 0.324 | 0.112 | 0.124 | 0.213 | 0.147 | 0.134 | 0.266 | 0.349 | 0.178 | 0.089 | 0.066 | 0.237 | 0.120 | 0.157 | 0.290 | 0.093 | 0.145 | 0.210 | 0.193 | 0.333 | 0.243 | 0.112 | 0.131 | 0.190 | 0.144 | 0.000 | 0.000 | 0.041 | 0.119 | 0.174 |
| Exterior2nd | 0.000 | 0.203 | 0.129 | 0.071 | 0.193 | 0.169 | 0.326 | 0.277 | 0.028 | 0.139 | 0.063 | 0.102 | 0.144 | 0.155 | 0.132 | 0.000 | 0.123 | 0.067 | 0.099 | 0.139 | 0.100 | 0.081 | 0.188 | 0.000 | 0.074 | 0.147 | 0.000 | 0.005 | 0.175 | 0.186 | 0.000 | 0.201 | 0.093 | 0.121 | 0.000 | 0.076 | 0.116 | 0.317 | 0.079 | 0.000 | 0.187 | 0.167 | 0.160 | 0.116 | 0.759 | 1.000 | 0.202 | 0.355 | 0.067 | 0.314 | 0.316 | 0.074 | 0.141 | 0.211 | 0.119 | 0.174 | 0.265 | 0.330 | 0.155 | 0.083 | 0.068 | 0.225 | 0.166 | 0.130 | 0.284 | 0.087 | 0.118 | 0.174 | 0.194 | 0.335 | 0.235 | 0.101 | 0.107 | 0.174 | 0.144 | 0.000 | 0.000 | 0.030 | 0.117 | 0.164 |
| MasVnrType | 0.010 | 0.195 | 0.135 | 0.089 | 0.244 | 0.145 | 0.267 | 0.243 | 0.403 | 0.144 | 0.074 | 0.143 | 0.198 | 0.201 | 0.094 | 0.000 | 0.134 | 0.038 | 0.124 | 0.210 | 0.112 | 0.096 | 0.080 | 0.000 | 0.000 | 0.000 | 0.028 | 0.025 | 0.220 | 0.102 | 0.000 | 0.094 | 0.064 | 0.086 | 0.000 | 0.000 | 0.042 | 0.330 | 0.023 | 0.000 | 0.074 | 0.139 | 0.109 | 0.028 | 0.194 | 0.202 | 1.000 | 0.252 | 0.051 | 0.184 | 0.251 | 0.034 | 0.119 | 0.173 | 0.056 | 0.000 | 0.134 | 0.178 | 0.063 | 0.086 | 0.047 | 0.176 | 0.100 | 0.000 | 0.224 | 0.149 | 0.131 | 0.150 | 0.200 | 0.254 | 0.225 | 0.067 | 0.047 | 0.147 | 0.612 | 0.000 | 0.002 | 0.008 | 0.162 | 0.179 |
| ExterQual | 0.000 | 0.285 | 0.138 | 0.000 | 0.614 | 0.319 | 0.435 | 0.389 | 0.244 | 0.208 | 0.041 | 0.251 | 0.319 | 0.271 | 0.209 | 0.090 | 0.286 | 0.171 | 0.274 | 0.344 | 0.175 | 0.179 | 0.088 | 0.029 | 0.003 | 0.031 | 0.149 | 0.032 | 0.476 | 0.239 | 0.321 | 0.109 | 0.112 | 0.134 | 0.000 | 0.014 | 0.094 | 0.485 | 0.125 | 0.137 | 0.176 | 0.176 | 0.146 | 0.066 | 0.351 | 0.355 | 0.252 | 1.000 | 0.182 | 0.371 | 0.462 | 0.163 | 0.155 | 0.298 | 0.113 | 0.042 | 0.324 | 0.278 | 0.136 | 0.071 | 0.043 | 0.318 | 0.151 | 0.088 | 0.546 | 0.102 | 0.185 | 0.207 | 0.288 | 0.382 | 0.361 | 0.047 | 0.054 | 0.193 | 0.408 | 0.091 | 0.112 | 0.038 | 0.260 | 0.236 |
| ExterCond | 0.032 | 0.167 | 0.000 | 0.000 | 0.195 | 0.379 | 0.189 | 0.099 | 0.000 | 0.000 | 0.000 | 0.026 | 0.038 | 0.000 | 0.032 | 0.087 | 0.053 | 0.000 | 0.000 | 0.114 | 0.044 | 0.160 | 0.035 | 0.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.105 | 0.079 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.153 | 0.019 | 0.284 | 0.110 | 0.103 | 0.092 | 0.000 | 0.095 | 0.067 | 0.051 | 0.182 | 1.000 | 0.123 | 0.111 | 0.222 | 0.000 | 0.076 | 0.009 | 0.046 | 0.062 | 0.200 | 0.126 | 0.000 | 0.059 | 0.075 | 0.051 | 0.000 | 0.178 | 0.161 | 0.034 | 0.000 | 0.113 | 0.104 | 0.129 | 0.183 | 0.112 | 0.154 | 0.000 | 0.073 | 0.085 | 0.011 | 0.090 | 0.051 |
| Foundation | 0.000 | 0.359 | 0.115 | 0.000 | 0.291 | 0.256 | 0.502 | 0.322 | 0.077 | 0.111 | 0.070 | 0.170 | 0.233 | 0.088 | 0.157 | 0.027 | 0.152 | 0.086 | 0.118 | 0.189 | 0.138 | 0.124 | 0.248 | 0.250 | 0.000 | 0.000 | 0.125 | 0.000 | 0.258 | 0.224 | 0.044 | 0.222 | 0.117 | 0.100 | 0.000 | 0.043 | 0.050 | 0.417 | 0.080 | 0.035 | 0.188 | 0.216 | 0.092 | 0.000 | 0.315 | 0.314 | 0.184 | 0.371 | 0.123 | 1.000 | 0.405 | 0.138 | 0.128 | 0.454 | 0.370 | 0.216 | 0.293 | 0.365 | 0.161 | 0.103 | 0.067 | 0.285 | 0.164 | 0.167 | 0.343 | 0.101 | 0.120 | 0.141 | 0.235 | 0.376 | 0.270 | 0.211 | 0.140 | 0.236 | 0.577 | 0.030 | 0.084 | 0.033 | 0.150 | 0.158 |
| BsmtQual | 0.000 | 0.347 | 0.125 | 0.000 | 0.510 | 0.323 | 0.516 | 0.392 | 0.209 | 0.241 | 0.063 | 0.185 | 0.293 | 0.264 | 0.206 | 0.057 | 0.249 | 0.090 | 0.189 | 0.335 | 0.201 | 0.156 | 0.160 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.455 | 0.191 | 0.000 | 0.133 | 0.136 | 0.094 | 0.000 | 0.086 | 0.000 | 0.535 | 0.151 | 0.109 | 0.163 | 0.212 | 0.167 | 0.039 | 0.324 | 0.316 | 0.251 | 0.462 | 0.111 | 0.405 | 1.000 | 0.193 | 0.195 | 0.333 | 0.098 | 0.027 | 0.271 | 0.214 | 0.217 | 0.102 | 0.052 | 0.347 | 0.154 | 0.076 | 0.419 | 0.107 | 0.178 | 0.256 | 0.269 | 0.410 | 0.402 | 0.177 | 0.159 | 0.177 | 0.000 | 0.106 | 0.023 | 0.000 | 0.245 | 0.246 |
| BsmtCond | 0.027 | 0.153 | 0.000 | 0.000 | 0.426 | 0.476 | 0.180 | 0.109 | 0.000 | 0.000 | 0.000 | 0.055 | 0.035 | 0.000 | 0.055 | 0.096 | 0.000 | 0.101 | 0.079 | 0.082 | 0.000 | 0.000 | 0.107 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.123 | 0.093 | 0.000 | 0.078 | 0.045 | 0.063 | 0.000 | 0.029 | 0.135 | 0.121 | 0.038 | 0.000 | 0.041 | 0.084 | 0.055 | 0.047 | 0.112 | 0.074 | 0.034 | 0.163 | 0.222 | 0.138 | 0.193 | 1.000 | 0.055 | 0.102 | 0.045 | 0.070 | 0.092 | 0.260 | 0.422 | 0.076 | 0.058 | 0.144 | 0.043 | 0.063 | 0.123 | 0.223 | 0.020 | 0.010 | 0.096 | 0.105 | 0.101 | 0.333 | 0.251 | 0.148 | 1.000 | 0.000 | 0.000 | 0.053 | 0.087 | 0.070 |
| BsmtExposure | 0.000 | 0.253 | 0.115 | 0.145 | 0.181 | 0.096 | 0.178 | 0.151 | 0.095 | 0.234 | 0.064 | 0.127 | 0.188 | 0.176 | 0.153 | 0.000 | 0.120 | 0.101 | 0.102 | 0.172 | 0.191 | 0.041 | 0.054 | 0.000 | 0.034 | 0.031 | 0.032 | 0.000 | 0.206 | 0.075 | 0.090 | 0.085 | 0.101 | 0.197 | 0.000 | 0.068 | 0.223 | 0.270 | 0.070 | 0.000 | 0.075 | 0.230 | 0.138 | 0.149 | 0.124 | 0.141 | 0.119 | 0.155 | 0.000 | 0.128 | 0.195 | 0.055 | 1.000 | 0.199 | 0.077 | 0.000 | 0.081 | 0.076 | 0.054 | 0.200 | 0.045 | 0.099 | 0.070 | 0.036 | 0.135 | 0.000 | 0.130 | 0.044 | 0.136 | 0.176 | 0.157 | 0.052 | 0.060 | 0.065 | 0.289 | 0.000 | 0.000 | 0.031 | 0.107 | 0.100 |
| BsmtFinType1 | 0.000 | 0.233 | 0.059 | 0.000 | 0.240 | 0.163 | 0.329 | 0.245 | 0.086 | 0.274 | 0.173 | 0.287 | 0.246 | 0.096 | 0.120 | 0.059 | 0.096 | 0.103 | 0.093 | 0.147 | 0.114 | 0.072 | 0.084 | 0.000 | 0.045 | 0.000 | 0.074 | 0.009 | 0.212 | 0.134 | 0.000 | 0.112 | 0.064 | 0.087 | 0.000 | 0.053 | 0.042 | 0.290 | 0.046 | 0.000 | 0.179 | 0.147 | 0.051 | 0.037 | 0.213 | 0.211 | 0.173 | 0.298 | 0.076 | 0.454 | 0.333 | 0.102 | 0.199 | 1.000 | 0.447 | 0.165 | 0.210 | 0.259 | 0.121 | 0.343 | 0.082 | 0.222 | 0.100 | 0.175 | 0.282 | 0.099 | 0.121 | 0.163 | 0.156 | 0.267 | 0.215 | 0.075 | 0.072 | 0.191 | 0.144 | 0.107 | 0.069 | 0.000 | 0.094 | 0.121 |
| BsmtFinType2 | 0.000 | 0.142 | 0.041 | 0.057 | 0.137 | 0.074 | 0.150 | 0.121 | 0.000 | 0.069 | 0.428 | 0.149 | 0.216 | 0.000 | 0.017 | 0.000 | 0.000 | 0.034 | 0.039 | 0.011 | 0.062 | 0.023 | 0.065 | 0.000 | 0.036 | 0.073 | 0.091 | 0.012 | 0.108 | 0.038 | 0.105 | 0.000 | 0.065 | 0.000 | 0.117 | 0.000 | 0.076 | 0.154 | 0.024 | 0.000 | 0.149 | 0.056 | 0.070 | 0.099 | 0.147 | 0.119 | 0.056 | 0.113 | 0.009 | 0.370 | 0.098 | 0.045 | 0.077 | 0.447 | 1.000 | 0.150 | 0.101 | 0.199 | 0.071 | 0.102 | 0.092 | 0.041 | 0.093 | 0.162 | 0.088 | 0.093 | 0.057 | 0.062 | 0.077 | 0.086 | 0.064 | 0.010 | 0.024 | 0.094 | 0.671 | 0.000 | 0.085 | 0.000 | 0.054 | 0.066 |
| Heating | 0.000 | 0.150 | 0.046 | 0.084 | 0.167 | 0.092 | 0.171 | 0.083 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 0.000 | 0.043 | 0.308 | 0.052 | 0.061 | 0.036 | 0.067 | 0.000 | 0.075 | 0.114 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.081 | 0.055 | 0.000 | 0.123 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.054 | 0.000 | 0.000 | 0.107 | 0.141 | 0.000 | 0.000 | 0.134 | 0.174 | 0.000 | 0.042 | 0.046 | 0.216 | 0.027 | 0.070 | 0.000 | 0.165 | 0.150 | 1.000 | 0.239 | 0.461 | 0.115 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.155 | 0.061 | 0.000 | 0.061 | 0.095 | 0.075 | 0.090 | 0.180 | 0.243 | 0.147 | 1.000 | 0.000 | 0.000 | 0.028 | 0.064 | 0.000 |
| HeatingQC | 0.000 | 0.239 | 0.049 | 0.000 | 0.259 | 0.178 | 0.336 | 0.328 | 0.038 | 0.059 | 0.000 | 0.098 | 0.140 | 0.094 | 0.112 | 0.059 | 0.143 | 0.021 | 0.099 | 0.141 | 0.121 | 0.104 | 0.127 | 0.000 | 0.000 | 0.058 | 0.056 | 0.017 | 0.238 | 0.117 | 0.018 | 0.087 | 0.053 | 0.054 | 0.027 | 0.010 | 0.050 | 0.296 | 0.157 | 0.069 | 0.112 | 0.168 | 0.000 | 0.000 | 0.266 | 0.265 | 0.134 | 0.324 | 0.062 | 0.293 | 0.271 | 0.092 | 0.081 | 0.210 | 0.101 | 0.239 | 1.000 | 0.379 | 0.145 | 0.060 | 0.030 | 0.199 | 0.097 | 0.096 | 0.318 | 0.023 | 0.097 | 0.139 | 0.159 | 0.288 | 0.180 | 0.070 | 0.076 | 0.175 | 0.144 | 0.022 | 0.032 | 0.004 | 0.132 | 0.149 |
| CentralAir | 0.000 | 0.434 | 0.052 | 0.000 | 0.374 | 0.315 | 0.438 | 0.378 | 0.106 | 0.152 | 0.000 | 0.060 | 0.223 | 0.144 | 0.036 | 0.126 | 0.158 | 0.160 | 0.112 | 0.276 | 0.152 | 0.101 | 0.229 | 0.000 | 0.000 | 0.000 | 0.086 | 0.000 | 0.418 | 0.297 | 0.040 | 0.201 | 0.108 | 0.128 | 0.000 | 0.063 | 0.000 | 0.382 | 0.040 | 0.068 | 0.289 | 0.233 | 0.055 | 0.000 | 0.349 | 0.330 | 0.178 | 0.278 | 0.200 | 0.365 | 0.214 | 0.260 | 0.076 | 0.259 | 0.199 | 0.461 | 0.379 | 1.000 | 0.420 | 0.106 | 0.016 | 0.103 | 0.130 | 0.245 | 0.343 | 0.088 | 0.196 | 0.063 | 0.360 | 0.243 | 0.283 | 0.233 | 0.291 | 0.336 | 1.000 | 0.054 | 0.041 | 0.000 | 0.128 | 0.113 |
| Electrical | 0.035 | 0.162 | 0.000 | 0.000 | 0.140 | 0.240 | 0.165 | 0.195 | 0.000 | 0.045 | 0.000 | 0.019 | 0.063 | 0.020 | 0.000 | 0.000 | 0.000 | 0.066 | 0.064 | 0.103 | 0.040 | 0.000 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.116 | 0.100 | 0.000 | 0.128 | 0.110 | 0.045 | 0.081 | 0.000 | 0.000 | 0.166 | 0.015 | 0.000 | 0.077 | 0.107 | 0.000 | 0.000 | 0.178 | 0.155 | 0.063 | 0.136 | 0.126 | 0.161 | 0.217 | 0.422 | 0.054 | 0.121 | 0.071 | 0.115 | 0.145 | 0.420 | 1.000 | 0.050 | 0.000 | 0.114 | 0.081 | 0.104 | 0.201 | 0.195 | 0.082 | 0.000 | 0.116 | 0.171 | 0.124 | 0.358 | 0.242 | 0.191 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.140 |
| BsmtFullBath | 0.000 | 0.239 | 0.155 | 0.211 | 0.066 | 0.000 | 0.144 | 0.122 | 0.028 | 0.397 | 0.088 | 0.265 | 0.204 | 0.191 | 0.125 | 0.000 | 0.136 | 0.255 | 0.063 | 0.137 | 0.190 | 0.079 | 0.030 | 0.000 | 0.000 | 0.099 | 0.000 | 0.000 | 0.140 | 0.071 | 0.091 | 0.063 | 0.094 | 0.105 | 0.000 | 0.000 | 0.200 | 0.189 | 0.000 | 0.000 | 0.160 | 0.165 | 0.125 | 0.166 | 0.089 | 0.083 | 0.086 | 0.071 | 0.000 | 0.103 | 0.102 | 0.076 | 0.200 | 0.343 | 0.102 | 0.000 | 0.060 | 0.106 | 0.050 | 1.000 | 0.097 | 0.264 | 0.152 | 0.129 | 0.095 | 0.000 | 0.112 | 0.072 | 0.128 | 0.114 | 0.115 | 0.059 | 0.045 | 0.086 | 0.000 | 0.074 | 0.000 | 0.052 | 0.115 | 0.207 |
| BsmtHalfBath | 0.000 | 0.084 | 0.000 | 0.000 | 0.062 | 0.102 | 0.089 | 0.077 | 0.000 | 0.028 | 0.088 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.025 | 0.000 | 0.000 | 0.049 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.020 | 0.000 | 0.000 | 0.045 | 0.027 | 0.102 | 0.034 | 0.045 | 0.145 | 0.000 | 0.000 | 0.065 | 0.099 | 0.127 | 0.139 | 0.066 | 0.068 | 0.047 | 0.043 | 0.059 | 0.067 | 0.052 | 0.058 | 0.045 | 0.082 | 0.092 | 0.000 | 0.030 | 0.016 | 0.000 | 0.097 | 1.000 | 0.164 | 0.154 | 0.498 | 0.000 | 0.000 | 0.000 | 0.041 | 0.025 | 0.036 | 0.072 | 0.000 | 0.000 | 0.016 | 0.316 | 0.130 | 0.000 | 0.024 | 0.008 | 0.254 |
| FullBath | 0.000 | 0.313 | 0.135 | 0.098 | 0.404 | 0.309 | 0.351 | 0.270 | 0.182 | 0.158 | 0.036 | 0.187 | 0.236 | 0.258 | 0.407 | 0.000 | 0.468 | 0.448 | 0.389 | 0.279 | 0.248 | 0.166 | 0.107 | 0.000 | 0.046 | 0.106 | 0.000 | 0.044 | 0.416 | 0.175 | 0.022 | 0.069 | 0.102 | 0.111 | 0.000 | 0.041 | 0.124 | 0.369 | 0.062 | 0.106 | 0.105 | 0.236 | 0.139 | 0.106 | 0.237 | 0.225 | 0.176 | 0.318 | 0.075 | 0.285 | 0.347 | 0.144 | 0.099 | 0.222 | 0.041 | 0.000 | 0.199 | 0.103 | 0.114 | 0.264 | 0.164 | 1.000 | 0.230 | 0.113 | 0.278 | 0.067 | 0.180 | 0.129 | 0.264 | 0.325 | 0.329 | 0.062 | 0.059 | 0.099 | 0.000 | 0.106 | 0.094 | 0.000 | 0.132 | 0.184 |
| HalfBath | 0.000 | 0.533 | 0.033 | 0.000 | 0.225 | 0.079 | 0.227 | 0.200 | 0.138 | 0.012 | 0.008 | 0.122 | 0.097 | 0.121 | 0.449 | 0.000 | 0.300 | 0.250 | 0.270 | 0.160 | 0.082 | 0.149 | 0.078 | 0.000 | 0.046 | 0.000 | 0.198 | 0.055 | 0.208 | 0.140 | 0.000 | 0.044 | 0.084 | 0.003 | 0.000 | 0.000 | 0.041 | 0.300 | 0.087 | 0.199 | 0.229 | 0.461 | 0.210 | 0.018 | 0.120 | 0.166 | 0.100 | 0.151 | 0.051 | 0.164 | 0.154 | 0.043 | 0.070 | 0.100 | 0.093 | 0.000 | 0.097 | 0.130 | 0.081 | 0.152 | 0.154 | 0.230 | 1.000 | 0.192 | 0.148 | 0.036 | 0.164 | 0.072 | 0.233 | 0.170 | 0.197 | 0.000 | 0.036 | 0.085 | 0.000 | 0.153 | 0.140 | 0.000 | 0.036 | 0.130 |
| KitchenAbvGr | 0.038 | 0.494 | 0.019 | 0.000 | 0.106 | 0.073 | 0.214 | 0.114 | 0.000 | 0.000 | 0.000 | 0.062 | 0.070 | 0.041 | 0.000 | 0.000 | 0.000 | 0.233 | 0.174 | 0.092 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.085 | 0.020 | 0.046 | 0.091 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.041 | 0.000 | 0.102 | 0.067 | 0.122 | 0.488 | 0.150 | 0.160 | 0.175 | 0.157 | 0.130 | 0.000 | 0.088 | 0.000 | 0.167 | 0.076 | 0.063 | 0.036 | 0.175 | 0.162 | 0.089 | 0.096 | 0.245 | 0.104 | 0.129 | 0.498 | 0.113 | 0.192 | 1.000 | 0.102 | 0.000 | 0.086 | 0.039 | 0.173 | 0.120 | 0.123 | 0.113 | 0.267 | 0.135 | 1.000 | 0.000 | 0.042 | 0.000 | 0.000 | 0.322 |
| KitchenQual | 0.000 | 0.283 | 0.107 | 0.000 | 0.540 | 0.247 | 0.402 | 0.417 | 0.189 | 0.209 | 0.040 | 0.193 | 0.296 | 0.251 | 0.183 | 0.060 | 0.266 | 0.131 | 0.238 | 0.334 | 0.186 | 0.159 | 0.093 | 0.000 | 0.025 | 0.014 | 0.079 | 0.031 | 0.462 | 0.174 | 0.062 | 0.094 | 0.092 | 0.097 | 0.000 | 0.000 | 0.045 | 0.444 | 0.083 | 0.090 | 0.149 | 0.147 | 0.111 | 0.038 | 0.290 | 0.284 | 0.224 | 0.546 | 0.178 | 0.343 | 0.419 | 0.123 | 0.135 | 0.282 | 0.088 | 0.155 | 0.318 | 0.343 | 0.201 | 0.095 | 0.000 | 0.278 | 0.148 | 0.102 | 1.000 | 0.085 | 0.184 | 0.228 | 0.265 | 0.349 | 0.363 | 0.114 | 0.112 | 0.191 | 0.000 | 0.148 | 0.073 | 0.000 | 0.209 | 0.212 |
| Functional | 0.037 | 0.097 | 0.000 | 0.014 | 0.115 | 0.167 | 0.085 | 0.049 | 0.000 | 0.000 | 0.120 | 0.054 | 0.000 | 0.034 | 0.000 | 0.073 | 0.000 | 0.025 | 0.000 | 0.000 | 0.076 | 0.084 | 0.039 | 0.000 | 0.050 | 0.000 | 0.117 | 0.030 | 0.039 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.083 | 0.000 | 0.000 | 0.055 | 0.034 | 0.126 | 0.153 | 0.093 | 0.087 | 0.149 | 0.102 | 0.161 | 0.101 | 0.107 | 0.223 | 0.000 | 0.099 | 0.093 | 0.061 | 0.023 | 0.088 | 0.195 | 0.000 | 0.000 | 0.067 | 0.036 | 0.000 | 0.085 | 1.000 | 0.000 | 0.107 | 0.142 | 0.085 | 0.042 | 0.136 | 0.077 | 0.075 | 1.000 | 0.000 | 0.090 | 0.048 | 0.021 | 0.028 |
| Fireplaces | 0.000 | 0.220 | 0.250 | 0.160 | 0.267 | 0.105 | 0.169 | 0.136 | 0.155 | 0.298 | 0.080 | 0.087 | 0.320 | 0.341 | 0.165 | 0.000 | 0.376 | 0.107 | 0.223 | 0.228 | 0.146 | 0.122 | 0.043 | 0.000 | 0.124 | 0.186 | 0.051 | 0.000 | 0.289 | 0.136 | 0.059 | 0.074 | 0.141 | 0.066 | 0.000 | 0.049 | 0.154 | 0.305 | 0.048 | 0.000 | 0.125 | 0.099 | 0.080 | 0.270 | 0.145 | 0.118 | 0.131 | 0.185 | 0.034 | 0.120 | 0.178 | 0.020 | 0.130 | 0.121 | 0.057 | 0.000 | 0.097 | 0.196 | 0.082 | 0.112 | 0.000 | 0.180 | 0.164 | 0.086 | 0.184 | 0.000 | 1.000 | 0.058 | 0.232 | 0.249 | 0.202 | 0.056 | 0.035 | 0.108 | 0.000 | 0.054 | 0.036 | 0.030 | 0.077 | 0.085 |
| FireplaceQu | 0.000 | 0.153 | 0.000 | 0.000 | 0.252 | 0.122 | 0.284 | 0.304 | 0.111 | 0.116 | 0.086 | 0.159 | 0.145 | 0.113 | 0.115 | 0.000 | 0.182 | 0.077 | 0.122 | 0.163 | 0.066 | 0.000 | 0.101 | 0.000 | 0.000 | 0.108 | 0.026 | 0.020 | 0.203 | 0.053 | 0.000 | 0.011 | 0.000 | 0.076 | 0.000 | 0.041 | 0.000 | 0.305 | 0.000 | 0.000 | 0.000 | 0.118 | 0.067 | 0.034 | 0.210 | 0.174 | 0.150 | 0.207 | 0.000 | 0.141 | 0.256 | 0.010 | 0.044 | 0.163 | 0.062 | 0.061 | 0.139 | 0.063 | 0.000 | 0.072 | 0.041 | 0.129 | 0.072 | 0.039 | 0.228 | 0.107 | 0.058 | 1.000 | 0.112 | 0.116 | 0.180 | 0.000 | 0.019 | 0.079 | 0.354 | 0.000 | 0.034 | 0.000 | 0.159 | 0.145 |
| GarageType | 0.000 | 0.331 | 0.116 | 0.042 | 0.224 | 0.166 | 0.265 | 0.189 | 0.095 | 0.123 | 0.045 | 0.097 | 0.162 | 0.156 | 0.230 | 0.080 | 0.200 | 0.150 | 0.174 | 0.444 | 0.124 | 0.089 | 0.089 | 0.000 | 0.018 | 0.000 | 0.084 | 0.016 | 0.249 | 0.211 | 0.223 | 0.198 | 0.143 | 0.116 | 0.219 | 0.057 | 0.109 | 0.299 | 0.089 | 0.095 | 0.177 | 0.201 | 0.068 | 0.000 | 0.193 | 0.194 | 0.200 | 0.288 | 0.113 | 0.235 | 0.269 | 0.096 | 0.136 | 0.156 | 0.077 | 0.095 | 0.159 | 0.360 | 0.116 | 0.128 | 0.025 | 0.264 | 0.233 | 0.173 | 0.265 | 0.142 | 0.232 | 0.112 | 1.000 | 0.453 | 0.537 | 0.119 | 0.122 | 0.288 | 0.316 | 0.175 | 0.031 | 0.000 | 0.100 | 0.140 |
| GarageFinish | 0.000 | 0.416 | 0.159 | 0.049 | 0.409 | 0.258 | 0.461 | 0.356 | 0.186 | 0.202 | 0.027 | 0.156 | 0.280 | 0.241 | 0.225 | 0.051 | 0.259 | 0.110 | 0.212 | 0.291 | 0.224 | 0.175 | 0.140 | 0.053 | 0.017 | 0.000 | 0.021 | 0.000 | 0.413 | 0.225 | 0.000 | 0.144 | 0.169 | 0.123 | 0.014 | 0.036 | 0.000 | 0.474 | 0.140 | 0.022 | 0.185 | 0.240 | 0.110 | 0.013 | 0.333 | 0.335 | 0.254 | 0.382 | 0.104 | 0.376 | 0.410 | 0.105 | 0.176 | 0.267 | 0.086 | 0.075 | 0.288 | 0.243 | 0.171 | 0.114 | 0.036 | 0.325 | 0.170 | 0.120 | 0.349 | 0.085 | 0.249 | 0.116 | 0.453 | 1.000 | 0.325 | 0.146 | 0.130 | 0.151 | 0.520 | 0.096 | 0.027 | 0.000 | 0.187 | 0.189 |
| GarageCars | 0.000 | 0.295 | 0.182 | 0.011 | 0.402 | 0.219 | 0.340 | 0.276 | 0.201 | 0.176 | 0.000 | 0.179 | 0.260 | 0.238 | 0.228 | 0.087 | 0.287 | 0.134 | 0.242 | 0.759 | 0.148 | 0.129 | 0.247 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.416 | 0.144 | 0.027 | 0.084 | 0.120 | 0.090 | 0.000 | 0.044 | 0.033 | 0.391 | 0.062 | 0.000 | 0.154 | 0.164 | 0.133 | 0.000 | 0.243 | 0.235 | 0.225 | 0.361 | 0.129 | 0.270 | 0.402 | 0.101 | 0.157 | 0.215 | 0.064 | 0.090 | 0.180 | 0.283 | 0.124 | 0.115 | 0.072 | 0.329 | 0.197 | 0.123 | 0.363 | 0.042 | 0.202 | 0.180 | 0.537 | 0.325 | 1.000 | 0.110 | 0.083 | 0.263 | 0.000 | 0.119 | 0.019 | 0.000 | 0.191 | 0.213 |
| GarageQual | 0.015 | 0.220 | 0.000 | 0.000 | 0.083 | 0.193 | 0.247 | 0.112 | 0.000 | 0.033 | 0.000 | 0.081 | 0.017 | 0.029 | 0.091 | 0.195 | 0.208 | 0.054 | 0.083 | 0.119 | 0.053 | 0.105 | 0.114 | 0.064 | 0.166 | 0.122 | 0.000 | 0.000 | 0.175 | 0.107 | 0.000 | 0.126 | 0.065 | 0.000 | 0.000 | 0.006 | 0.000 | 0.170 | 0.000 | 0.162 | 0.069 | 0.163 | 0.000 | 0.101 | 0.112 | 0.101 | 0.067 | 0.047 | 0.183 | 0.211 | 0.177 | 0.333 | 0.052 | 0.075 | 0.010 | 0.180 | 0.070 | 0.233 | 0.358 | 0.059 | 0.000 | 0.062 | 0.000 | 0.113 | 0.114 | 0.136 | 0.056 | 0.000 | 0.119 | 0.146 | 0.110 | 1.000 | 0.608 | 0.183 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.017 |
| GarageCond | 0.000 | 0.175 | 0.000 | 0.000 | 0.109 | 0.145 | 0.201 | 0.111 | 0.000 | 0.005 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.104 | 0.056 | 0.027 | 0.000 | 0.092 | 0.061 | 0.000 | 0.123 | 0.000 | 0.000 | 0.158 | 0.000 | 0.023 | 0.105 | 0.074 | 0.000 | 0.145 | 0.031 | 0.000 | 0.000 | 0.050 | 0.000 | 0.129 | 0.000 | 0.000 | 0.020 | 0.140 | 0.049 | 0.070 | 0.131 | 0.107 | 0.047 | 0.054 | 0.112 | 0.140 | 0.159 | 0.251 | 0.060 | 0.072 | 0.024 | 0.243 | 0.076 | 0.291 | 0.242 | 0.045 | 0.000 | 0.059 | 0.036 | 0.267 | 0.112 | 0.077 | 0.035 | 0.019 | 0.122 | 0.130 | 0.083 | 0.608 | 1.000 | 0.223 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.029 |
| PavedDrive | 0.037 | 0.309 | 0.075 | 0.030 | 0.175 | 0.186 | 0.345 | 0.175 | 0.075 | 0.109 | 0.000 | 0.095 | 0.124 | 0.104 | 0.112 | 0.092 | 0.094 | 0.098 | 0.095 | 0.271 | 0.074 | 0.034 | 0.194 | 0.000 | 0.000 | 0.000 | 0.089 | 0.000 | 0.222 | 0.218 | 0.000 | 0.179 | 0.075 | 0.116 | 0.000 | 0.029 | 0.000 | 0.309 | 0.103 | 0.058 | 0.147 | 0.163 | 0.117 | 0.000 | 0.190 | 0.174 | 0.147 | 0.193 | 0.154 | 0.236 | 0.177 | 0.148 | 0.065 | 0.191 | 0.094 | 0.147 | 0.175 | 0.336 | 0.191 | 0.086 | 0.016 | 0.099 | 0.085 | 0.135 | 0.191 | 0.075 | 0.108 | 0.079 | 0.288 | 0.151 | 0.263 | 0.183 | 0.223 | 1.000 | 1.000 | 0.000 | 0.044 | 0.000 | 0.070 | 0.106 |
| PoolQC | 0.144 | 0.289 | 0.000 | 0.000 | 0.144 | 0.000 | 0.289 | 0.000 | 0.000 | 0.500 | 0.530 | 0.433 | 0.000 | 0.000 | 0.000 | 0.316 | 0.000 | 0.408 | 0.000 | 0.577 | 0.354 | 0.000 | 0.316 | 1.000 | 0.316 | 0.000 | 0.316 | 0.000 | 0.500 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.408 | 1.000 | 0.707 | 0.000 | 1.000 | 1.000 | 0.395 | 0.000 | 0.000 | 0.144 | 0.144 | 0.612 | 0.408 | 0.000 | 0.577 | 0.000 | 1.000 | 0.289 | 0.144 | 0.671 | 1.000 | 0.144 | 1.000 | 1.000 | 0.000 | 0.316 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.354 | 0.316 | 0.520 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.316 | 0.395 | 0.000 | 0.577 |
| Fence | 0.000 | 0.146 | 0.000 | 0.128 | 0.205 | 0.052 | 0.080 | 0.152 | 0.073 | 0.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.148 | 0.085 | 0.082 | 0.100 | 0.077 | 0.130 | 0.089 | 0.181 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.089 | 0.120 | 0.000 | 1.000 | 0.000 | 0.116 | 0.000 | 1.000 | 0.000 | 0.000 | 0.123 | 0.000 | 0.000 | 0.000 | 0.142 | 0.000 | 0.042 | 0.000 | 0.000 | 0.000 | 0.091 | 0.073 | 0.030 | 0.106 | 0.000 | 0.000 | 0.107 | 0.000 | 0.000 | 0.022 | 0.054 | 0.000 | 0.074 | 0.130 | 0.106 | 0.153 | 0.000 | 0.148 | 0.000 | 0.054 | 0.000 | 0.175 | 0.096 | 0.119 | 0.000 | 0.059 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MiscFeature | 0.027 | 0.179 | 0.000 | 0.077 | 0.000 | 0.017 | 0.047 | 0.062 | 0.000 | 0.000 | 0.086 | 0.000 | 0.000 | 0.000 | 0.080 | 0.243 | 0.042 | 0.092 | 0.171 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.349 | 0.284 | 0.663 | 0.000 | 0.000 | 0.000 | 0.158 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.348 | 0.066 | 0.000 | 0.246 | 0.000 | 0.000 | 0.000 | 0.002 | 0.112 | 0.085 | 0.084 | 0.023 | 0.000 | 0.000 | 0.069 | 0.085 | 0.000 | 0.032 | 0.041 | 0.000 | 0.000 | 0.000 | 0.094 | 0.140 | 0.042 | 0.073 | 0.090 | 0.036 | 0.034 | 0.031 | 0.027 | 0.019 | 0.000 | 0.000 | 0.044 | 0.316 | 0.000 | 1.000 | 0.040 | 0.000 | 0.000 |
| YrSold | 0.018 | 0.000 | 0.007 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.040 | 0.000 | 0.026 | 0.043 | 0.000 | 0.008 | 0.054 | 0.021 | 0.042 | 0.021 | 0.000 | 0.000 | 0.031 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.021 | 0.155 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.030 | 0.008 | 0.038 | 0.011 | 0.033 | 0.000 | 0.053 | 0.031 | 0.000 | 0.000 | 0.028 | 0.004 | 0.000 | 0.000 | 0.052 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.395 | 0.000 | 0.040 | 1.000 | 0.085 | 0.080 |
| SaleType | 0.000 | 0.090 | 0.000 | 0.000 | 0.162 | 0.104 | 0.157 | 0.207 | 0.040 | 0.073 | 0.087 | 0.092 | 0.108 | 0.088 | 0.000 | 0.000 | 0.035 | 0.057 | 0.047 | 0.132 | 0.000 | 0.053 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.128 | 0.151 | 0.111 | 0.036 | 0.000 | 0.030 | 0.131 | 0.000 | 0.000 | 0.169 | 0.034 | 0.000 | 0.098 | 0.055 | 0.000 | 0.000 | 0.119 | 0.117 | 0.162 | 0.260 | 0.090 | 0.150 | 0.245 | 0.087 | 0.107 | 0.094 | 0.054 | 0.064 | 0.132 | 0.128 | 0.000 | 0.115 | 0.008 | 0.132 | 0.036 | 0.000 | 0.209 | 0.021 | 0.077 | 0.159 | 0.100 | 0.187 | 0.191 | 0.000 | 0.000 | 0.070 | 0.000 | 0.000 | 0.000 | 0.085 | 1.000 | 0.471 |
| SaleCondition | 0.000 | 0.152 | 0.060 | 0.000 | 0.152 | 0.116 | 0.198 | 0.259 | 0.060 | 0.082 | 0.000 | 0.131 | 0.131 | 0.123 | 0.041 | 0.000 | 0.084 | 0.105 | 0.086 | 0.156 | 0.026 | 0.073 | 0.058 | 0.000 | 0.000 | 0.141 | 0.000 | 0.052 | 0.168 | 0.136 | 0.099 | 0.065 | 0.002 | 0.107 | 0.076 | 0.034 | 0.038 | 0.219 | 0.000 | 0.000 | 0.153 | 0.086 | 0.088 | 0.057 | 0.174 | 0.164 | 0.179 | 0.236 | 0.051 | 0.158 | 0.246 | 0.070 | 0.100 | 0.121 | 0.066 | 0.000 | 0.149 | 0.113 | 0.140 | 0.207 | 0.254 | 0.184 | 0.130 | 0.322 | 0.212 | 0.028 | 0.085 | 0.145 | 0.140 | 0.189 | 0.213 | 0.017 | 0.029 | 0.106 | 0.577 | 0.000 | 0.000 | 0.080 | 0.471 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 60 | RL | 65.0 | 8450 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2003 | 2003 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 196.0 | Gd | TA | PConc | Gd | TA | No | GLQ | 706 | Unf | 0 | 150 | 856 | GasA | Ex | Y | SBrkr | 856 | 854 | 0 | 1710 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | 8 | Typ | 0 | NaN | Attchd | 2003.0 | RFn | 2 | 548 | TA | TA | Y | 0 | 61 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 2 | 2008 | WD | Normal | 208500 |
| 1 | 2 | 20 | RL | 80.0 | 9600 | Pave | NoInfo | Reg | Lvl | AllPub | FR2 | Gtl | Veenker | Feedr | Norm | 1Fam | 1Story | 6 | 8 | 1976 | 1976 | Gable | CompShg | MetalSd | MetalSd | None | 0.0 | TA | TA | CBlock | Gd | TA | Gd | ALQ | 978 | Unf | 0 | 284 | 1262 | GasA | Ex | Y | SBrkr | 1262 | 0 | 0 | 1262 | 0 | 1 | 2 | 0 | 3 | 1 | TA | 6 | Typ | 1 | TA | Attchd | 1976.0 | RFn | 2 | 460 | TA | TA | Y | 298 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 5 | 2007 | WD | Normal | 181500 |
| 2 | 3 | 60 | RL | 68.0 | 11250 | Pave | NoInfo | IR1 | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2001 | 2002 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 162.0 | Gd | TA | PConc | Gd | TA | Mn | GLQ | 486 | Unf | 0 | 434 | 920 | GasA | Ex | Y | SBrkr | 920 | 866 | 0 | 1786 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | 6 | Typ | 1 | TA | Attchd | 2001.0 | RFn | 2 | 608 | TA | TA | Y | 0 | 42 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 9 | 2008 | WD | Normal | 223500 |
| 3 | 4 | 70 | RL | 60.0 | 9550 | Pave | NoInfo | IR1 | Lvl | AllPub | Corner | Gtl | Crawfor | Norm | Norm | 1Fam | 2Story | 7 | 5 | 1915 | 1970 | Gable | CompShg | Wd Sdng | Wd Shng | None | 0.0 | TA | TA | BrkTil | TA | Gd | No | ALQ | 216 | Unf | 0 | 540 | 756 | GasA | Gd | Y | SBrkr | 961 | 756 | 0 | 1717 | 1 | 0 | 1 | 0 | 3 | 1 | Gd | 7 | Typ | 1 | Gd | Detchd | 1998.0 | Unf | 3 | 642 | TA | TA | Y | 0 | 35 | 272 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 2 | 2006 | WD | Abnorml | 140000 |
| 4 | 5 | 60 | RL | 84.0 | 14260 | Pave | NoInfo | IR1 | Lvl | AllPub | FR2 | Gtl | NoRidge | Norm | Norm | 1Fam | 2Story | 8 | 5 | 2000 | 2000 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 350.0 | Gd | TA | PConc | Gd | TA | Av | GLQ | 655 | Unf | 0 | 490 | 1145 | GasA | Ex | Y | SBrkr | 1145 | 1053 | 0 | 2198 | 1 | 0 | 2 | 1 | 4 | 1 | Gd | 9 | Typ | 1 | TA | Attchd | 2000.0 | RFn | 3 | 836 | TA | TA | Y | 192 | 84 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 12 | 2008 | WD | Normal | 250000 |
| 5 | 6 | 50 | RL | 85.0 | 14115 | Pave | NoInfo | IR1 | Lvl | AllPub | Inside | Gtl | Mitchel | Norm | Norm | 1Fam | 1.5Fin | 5 | 5 | 1993 | 1995 | Gable | CompShg | VinylSd | VinylSd | None | 0.0 | TA | TA | Wood | Gd | TA | No | GLQ | 732 | Unf | 0 | 64 | 796 | GasA | Ex | Y | SBrkr | 796 | 566 | 0 | 1362 | 1 | 0 | 1 | 1 | 1 | 1 | TA | 5 | Typ | 0 | NaN | Attchd | 1993.0 | Unf | 2 | 480 | TA | TA | Y | 40 | 30 | 0 | 320 | 0 | 0 | NaN | MnPrv | Shed | 700 | 10 | 2009 | WD | Normal | 143000 |
| 6 | 7 | 20 | RL | 75.0 | 10084 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2004 | 2005 | Gable | CompShg | VinylSd | VinylSd | Stone | 186.0 | Gd | TA | PConc | Ex | TA | Av | GLQ | 1369 | Unf | 0 | 317 | 1686 | GasA | Ex | Y | SBrkr | 1694 | 0 | 0 | 1694 | 1 | 0 | 2 | 0 | 3 | 1 | Gd | 7 | Typ | 1 | Gd | Attchd | 2004.0 | RFn | 2 | 636 | TA | TA | Y | 255 | 57 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 8 | 2007 | WD | Normal | 307000 |
| 7 | 8 | 60 | RL | NaN | 10382 | Pave | NoInfo | IR1 | Lvl | AllPub | Corner | Gtl | NWAmes | PosN | Norm | 1Fam | 2Story | 7 | 6 | 1973 | 1973 | Gable | CompShg | HdBoard | HdBoard | Stone | 240.0 | TA | TA | CBlock | Gd | TA | Mn | ALQ | 859 | BLQ | 32 | 216 | 1107 | GasA | Ex | Y | SBrkr | 1107 | 983 | 0 | 2090 | 1 | 0 | 2 | 1 | 3 | 1 | TA | 7 | Typ | 2 | TA | Attchd | 1973.0 | RFn | 2 | 484 | TA | TA | Y | 235 | 204 | 228 | 0 | 0 | 0 | NaN | NaN | Shed | 350 | 11 | 2009 | WD | Normal | 200000 |
| 8 | 9 | 50 | RM | 51.0 | 6120 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | OldTown | Artery | Norm | 1Fam | 1.5Fin | 7 | 5 | 1931 | 1950 | Gable | CompShg | BrkFace | Wd Shng | None | 0.0 | TA | TA | BrkTil | TA | TA | No | Unf | 0 | Unf | 0 | 952 | 952 | GasA | Gd | Y | FuseF | 1022 | 752 | 0 | 1774 | 0 | 0 | 2 | 0 | 2 | 2 | TA | 8 | Min1 | 2 | TA | Detchd | 1931.0 | Unf | 2 | 468 | Fa | TA | Y | 90 | 0 | 205 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 4 | 2008 | WD | Abnorml | 129900 |
| 9 | 10 | 190 | RL | 50.0 | 7420 | Pave | NoInfo | Reg | Lvl | AllPub | Corner | Gtl | BrkSide | Artery | Artery | 2fmCon | 1.5Unf | 5 | 6 | 1939 | 1950 | Gable | CompShg | MetalSd | MetalSd | None | 0.0 | TA | TA | BrkTil | TA | TA | No | GLQ | 851 | Unf | 0 | 140 | 991 | GasA | Ex | Y | SBrkr | 1077 | 0 | 0 | 1077 | 1 | 0 | 1 | 0 | 2 | 2 | TA | 5 | Typ | 2 | TA | Attchd | 1939.0 | RFn | 1 | 205 | Gd | TA | Y | 0 | 4 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 1 | 2008 | WD | Normal | 118000 |
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | 1451 | 90 | RL | 60.0 | 9000 | Pave | NoInfo | Reg | Lvl | AllPub | FR2 | Gtl | NAmes | Norm | Norm | Duplex | 2Story | 5 | 5 | 1974 | 1974 | Gable | CompShg | VinylSd | VinylSd | None | 0.0 | TA | TA | CBlock | Gd | TA | No | Unf | 0 | Unf | 0 | 896 | 896 | GasA | TA | Y | SBrkr | 896 | 896 | 0 | 1792 | 0 | 0 | 2 | 2 | 4 | 2 | TA | 8 | Typ | 0 | NaN | NoInfo | YearBuilt | NaN | 0 | 0 | NaN | NaN | Y | 32 | 45 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 9 | 2009 | WD | Normal | 136000 |
| 1451 | 1452 | 20 | RL | 78.0 | 9262 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2008 | 2009 | Gable | CompShg | CemntBd | CmentBd | Stone | 194.0 | Gd | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 1573 | 1573 | GasA | Ex | Y | SBrkr | 1578 | 0 | 0 | 1578 | 0 | 0 | 2 | 0 | 3 | 1 | Ex | 7 | Typ | 1 | Gd | Attchd | 2008.0 | Fin | 3 | 840 | TA | TA | Y | 0 | 36 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 5 | 2009 | New | Partial | 287090 |
| 1452 | 1453 | 180 | RM | 35.0 | 3675 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | Edwards | Norm | Norm | TwnhsE | SLvl | 5 | 5 | 2005 | 2005 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 80.0 | TA | TA | PConc | Gd | TA | Gd | GLQ | 547 | Unf | 0 | 0 | 547 | GasA | Gd | Y | SBrkr | 1072 | 0 | 0 | 1072 | 1 | 0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | NaN | Basment | 2005.0 | Fin | 2 | 525 | TA | TA | Y | 0 | 28 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 5 | 2006 | WD | Normal | 145000 |
| 1453 | 1454 | 20 | RL | 90.0 | 17217 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | Mitchel | Norm | Norm | 1Fam | 1Story | 5 | 5 | 2006 | 2006 | Gable | CompShg | VinylSd | VinylSd | None | 0.0 | TA | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 1140 | 1140 | GasA | Ex | Y | SBrkr | 1140 | 0 | 0 | 1140 | 0 | 0 | 1 | 0 | 3 | 1 | TA | 6 | Typ | 0 | NaN | NoInfo | YearBuilt | NaN | 0 | 0 | NaN | NaN | Y | 36 | 56 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 7 | 2006 | WD | Abnorml | 84500 |
| 1454 | 1455 | 20 | FV | 62.0 | 7500 | Pave | Pave | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 1Fam | 1Story | 7 | 5 | 2004 | 2005 | Gable | CompShg | VinylSd | VinylSd | None | 0.0 | Gd | TA | PConc | Gd | TA | No | GLQ | 410 | Unf | 0 | 811 | 1221 | GasA | Ex | Y | SBrkr | 1221 | 0 | 0 | 1221 | 1 | 0 | 2 | 0 | 2 | 1 | Gd | 6 | Typ | 0 | NaN | Attchd | 2004.0 | RFn | 2 | 400 | TA | TA | Y | 0 | 113 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 10 | 2009 | WD | Normal | 185000 |
| 1455 | 1456 | 60 | RL | 62.0 | 7917 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | Gilbert | Norm | Norm | 1Fam | 2Story | 6 | 5 | 1999 | 2000 | Gable | CompShg | VinylSd | VinylSd | None | 0.0 | TA | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 953 | 953 | GasA | Ex | Y | SBrkr | 953 | 694 | 0 | 1647 | 0 | 0 | 2 | 1 | 3 | 1 | TA | 7 | Typ | 1 | TA | Attchd | 1999.0 | RFn | 2 | 460 | TA | TA | Y | 0 | 40 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 8 | 2007 | WD | Normal | 175000 |
| 1456 | 1457 | 20 | RL | 85.0 | 13175 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | NWAmes | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1978 | 1988 | Gable | CompShg | Plywood | Plywood | Stone | 119.0 | TA | TA | CBlock | Gd | TA | No | ALQ | 790 | Rec | 163 | 589 | 1542 | GasA | TA | Y | SBrkr | 2073 | 0 | 0 | 2073 | 1 | 0 | 2 | 0 | 3 | 1 | TA | 7 | Min1 | 2 | TA | Attchd | 1978.0 | Unf | 2 | 500 | TA | TA | Y | 349 | 0 | 0 | 0 | 0 | 0 | NaN | MnPrv | NoInfo | 0 | 2 | 2010 | WD | Normal | 210000 |
| 1457 | 1458 | 70 | RL | 66.0 | 9042 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | Crawfor | Norm | Norm | 1Fam | 2Story | 7 | 9 | 1941 | 2006 | Gable | CompShg | CemntBd | CmentBd | None | 0.0 | Ex | Gd | Stone | TA | Gd | No | GLQ | 275 | Unf | 0 | 877 | 1152 | GasA | Ex | Y | SBrkr | 1188 | 1152 | 0 | 2340 | 0 | 0 | 2 | 0 | 4 | 1 | Gd | 9 | Typ | 2 | Gd | Attchd | 1941.0 | RFn | 1 | 252 | TA | TA | Y | 0 | 60 | 0 | 0 | 0 | 0 | NaN | GdPrv | Shed | 2500 | 5 | 2010 | WD | Normal | 266500 |
| 1458 | 1459 | 20 | RL | 68.0 | 9717 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 5 | 6 | 1950 | 1996 | Hip | CompShg | MetalSd | MetalSd | None | 0.0 | TA | TA | CBlock | TA | TA | Mn | GLQ | 49 | Rec | 1029 | 0 | 1078 | GasA | Gd | Y | FuseA | 1078 | 0 | 0 | 1078 | 1 | 0 | 1 | 0 | 2 | 1 | Gd | 5 | Typ | 0 | NaN | Attchd | 1950.0 | Unf | 1 | 240 | TA | TA | Y | 366 | 0 | 112 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 4 | 2010 | WD | Normal | 142125 |
| 1459 | 1460 | 20 | RL | 75.0 | 9937 | Pave | NoInfo | Reg | Lvl | AllPub | Inside | Gtl | Edwards | Norm | Norm | 1Fam | 1Story | 5 | 6 | 1965 | 1965 | Gable | CompShg | HdBoard | HdBoard | None | 0.0 | Gd | TA | CBlock | TA | TA | No | BLQ | 830 | LwQ | 290 | 136 | 1256 | GasA | Gd | Y | SBrkr | 1256 | 0 | 0 | 1256 | 1 | 0 | 1 | 1 | 3 | 1 | TA | 6 | Typ | 0 | NaN | Attchd | 1965.0 | Fin | 1 | 276 | TA | TA | Y | 736 | 68 | 0 | 0 | 0 | 0 | NaN | NaN | NoInfo | 0 | 6 | 2008 | WD | Normal | 147500 |